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	<title>Shtetl-Optimized</title>
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		<title>D-Wave: Truth finally starts to emerge</title>
		<link>http://www.scottaaronson.com/blog/?p=1400</link>
		<comments>http://www.scottaaronson.com/blog/?p=1400#comments</comments>
		<pubDate>Thu, 16 May 2013 17:41:17 +0000</pubDate>
		<dc:creator>Scott</dc:creator>
				<category><![CDATA[Quantum]]></category>
		<category><![CDATA[Speaking Truth to Parallelism]]></category>

		<guid isPermaLink="false">http://www.scottaaronson.com/blog/?p=1400</guid>
		<description><![CDATA[Update (May 17): Daniel Lidar emailed me to clarify his views about error-correction and the viability of D-Wave&#8217;s approach.  He invited me to share his clarification with others&#8212;something that I&#8217;m delighted to do, since I agree with him wholeheartedly.  Without further ado, here&#8217;s what Lidar says: I don&#8217;t believe D-Wave&#8217;s approach is scalable without error [...]]]></description>
				<content:encoded><![CDATA[<p><strong><span style="color: #ff0000;">Update (May 17):</span></strong> Daniel Lidar emailed me to clarify his views about error-correction and the viability of D-Wave&#8217;s approach.  He invited me to share his clarification with others&#8212;something that I&#8217;m delighted to do, since I agree with him wholeheartedly.  Without further ado, here&#8217;s what Lidar says:</p>
<p style="padding-left: 30px;">I don&#8217;t believe D-Wave&#8217;s approach is scalable without error correction.  I believe that the incorporation of error correction is a necessary condition in order to ever achieve a speedup with D-Wave&#8217;s machines, and I don&#8217;t believe D-Wave&#8217;s machines are any different from other types of quantum information processing in this regard.  I have repeatedly made this point to D-Wave over several years, and I hope that in the future their designs will allow more flexibility in the incorporation of error correction.</p>
<p>Lidar also clarified that he not only doesn&#8217;t dispute what Matthias Troyer told me about the lack of speedup of the D-Wave device compared to classical simulated annealing in their experiments, but &#8220;fully agrees, endorses, and approves&#8221; of it&#8212;and indeed, that he himself was part of the team that did the comparison.</p>
<p>In other news, <a href="https://news.ycombinator.com/item?id=5720258">this Hacker News thread</a>, which features clear, comprehending discussions of this blog post and the backstory that led up to it, has helped to restore my faith in humanity.</p>
<hr />
<p>Two years ago almost to the day, I <a href="http://www.scottaaronson.com/blog/?p=639">announced my retirement as Chief D-Wave Skeptic</a>.  But&#8212;as many readers predicted at the time&#8212;recent events (and the contents of my inbox!) have given me no choice except to resume my post.  In an all-too-familiar pattern, <a href="http://bits.blogs.nytimes.com/2013/05/08/a-quantum-computer-aces-its-test/">multiple</a> <a href="http://nextbigfuture.com/2013/05/details-on-quantum-computer-speed.html">rounds of</a> <a href="http://spectrum.ieee.org/tech-talk/computing/hardware/dwave-quantum-computer-shows-promise-in-tests">D-Wave-related</a> <a href="http://www.theregister.co.uk/2013/05/15/d_wave_quantum_computer_test/">hype</a> <a href="http://bits.blogs.nytimes.com/2013/05/16/google-buys-a-quantum-computer/">have</a> <a href="http://www.engadget.com/2013/05/16/google-nasa-quantum-computing/?utm_medium=feed&amp;utm_source=Feed_Classic&amp;utm_campaign=Engadget">made</a> it all over the world before the truth has had time to put its pants on and drop its daughter off in daycare.  And the current hype is <em>particularly</em> a shame, because once one slices through all the layers of ugh&#8212;the rigged comparisons, the &#8220;dramatic announcements&#8221; that mean nothing, the lazy journalists cherry-picking what they want to hear and ignoring the inconvenient bits&#8212;there <em>really has</em> been a huge scientific advance this past month in characterizing the D-Wave devices.  I&#8217;m speaking about the experiments on the D-Wave One installed at USC, the main results of which <a href="http://arxiv.org/abs/1304.4595">finally appeared</a> in April.  Two of the coauthors of this new work&#8212;Matthias Troyer and Daniel Lidar&#8212;were at MIT recently to speak about their results, Troyer last week and Lidar this Tuesday.  Intriguingly, despite being coauthors on the same paper, Troyer and Lidar have very different interpretations of what their results mean, but we&#8217;ll get to that later.  For now, let me summarize what I think their work has established.</p>
<p><strong>Evidence for Quantum Annealing Behavior</strong></p>
<p>For the first time, we have evidence that the D-Wave One is doing what should be described as &#8220;quantum annealing&#8221; rather than &#8220;classical annealing&#8221; on more than 100 qubits.  (Note that D-Wave itself now speaks about &#8220;quantum annealing&#8221; rather than &#8220;quantum adiabatic optimization.&#8221;  The difference between the two is that the adiabatic algorithm runs coherently, at zero temperature, while quantum annealing is a &#8220;messier&#8221; version in which the qubits are strongly coupled to their environment throughout, but still maintain <em>some</em> quantum coherence.)  The evidence for quantum annealing behavior is still extremely indirect, but despite my &#8220;Chief Skeptic&#8221; role, I&#8217;m ready to accept what the evidence indicates with essentially no hesitation.</p>
<p>So what <em>is</em> the evidence?  Basically, the USC group ran the D-Wave One on a large number of randomly generated instances of what I&#8217;ll call the <strong>&#8220;D-Wave problem&#8221;</strong>: namely, the problem of finding the lowest-energy configuration of an Ising spin glass, with nearest-neighbor interactions that correspond to the D-Wave chip&#8217;s particular topology.  Of course, restricting attention to this &#8220;D-Wave problem&#8221; tilts the tables heavily in D-Wave&#8217;s favor, but no matter: scientifically, it makes a lot more sense than trying to encode Sudoku puzzles or something like that.  Anyway, the group then looked at the <em>distribution of success probabilities</em> when each instance was repeatedly fed to the D-Wave machine.  For example, would the randomly-generated instances fall into one giant clump, with a few outlying instances that were especially easy or especially hard for the machine?  Surprisingly, they found that the answer was no: the pattern was strongly <em>bimodal</em>, with most instances either extremely easy or extremely hard, and few instances in between.  Next, the group fed the same instances to Quantum Monte Carlo: a standard classical algorithm that uses Wick rotation to find the ground states of &#8220;stoquastic Hamiltonians,&#8221; the particular type of quantum evolution that the D-Wave machine is claimed to implement.  When they did that, they found exactly the same bimodal pattern that they found with the D-Wave machine.  Finally they fed the instances to a classical simulated annealing program&#8212;but <em>there</em> they found a &#8220;unimodal&#8221; distribution, not<em></em> a bimodal one.  So, their conclusion is that whatever the D-Wave machine is doing, it&#8217;s more similar to Quantum Monte Carlo than it is to classical simulated annealing.</p>
<p>Curiously, we don&#8217;t yet have any hint of a theoretical explanation for <em>why </em>Quantum Monte Carlo should give rise to a bimodal distribution, while classical simulating annealing should give rise to a unimodal one.  The USC group simply observed the pattern empirically (as far as I know, they&#8217;re the first to do so), then took advantage of it to characterize the D-Wave machine.  I regard explaining this pattern as an outstanding open problem raised by their work.</p>
<p>In any case, <em>if</em> we accept that the D-Wave One is doing &#8220;quantum annealing,&#8221; then despite the absence of a Bell-inequality violation or other direct evidence, it&#8217;s reasonably safe to infer that there <em>should</em> be large-scale entanglement in the device.  I.e., the true quantum state is no doubt extremely mixed, but there&#8217;s no particular reason to believe we could decompose that state into a mixture of product states.  For years, I tirelessly repeated that D-Wave hadn&#8217;t even provided evidence that its qubits were entangled&#8212;and that, while you can have entanglement with no quantum speedup, you can&#8217;t <em>possibly</em> have a quantum speedup without at least the capacity to generate entanglement.  Now, I&#8217;d say, D-Wave finally <em>has</em> cleared the evidence-for-entanglement bar&#8212;and, while they&#8217;re not the first to do so with superconducting qubits, they&#8217;re certainly the first to do so with <em>so many</em> superconducting qubits.  So I congratulate D-Wave on this accomplishment.  If this had been advertised from the start as a scientific research project&#8212;&#8221;<em>of course</em> we&#8217;re a long way from QC being practical; no one would ever claim otherwise; but as a first step, we&#8217;ve shown experimentally that we can entangle 100 superconducting qubits with controllable couplings&#8221;&#8212;my reaction would&#8217;ve been, &#8220;cool!&#8221;  (Similar to my reaction to any number of <em>other</em> steps toward scalable QC being reported by research groups all over the world.)</p>
<p><strong>No Speedup Compared to Classical Simulated Annealing</strong></p>
<p>But of course, D-Wave&#8217;s claims&#8212;and the claims being made on its behalf by the Hype-Industrial Complex&#8212;are far more aggressive than that.  And so we come to the part of this post that has <span style="color: #ff0000;"><strong>not</strong></span> been pre-approved by the International D-Wave Hype Repeaters Association.  Namely, the same USC paper that reported the quantum annealing behavior of the D-Wave One, also <span style="color: #ff0000;"><strong>showed no speed advantage whatsoever for quantum annealing over classical simulated annealing.</strong></span>  In more detail, Matthias Troyer&#8217;s group spent a few months carefully studying the D-Wave problem&#8212;after which, they were able to write optimized simulated annealing code that <em>solves the D-Wave problem on a normal, off-the-shelf classical computer, about 15 times faster than the D-Wave machine <strong>itself</strong> solves the D-Wave problem!</em>  Of course, if you wanted even more<em></em> classical speedup than that, then you could simply add more processors to your classical computer, for only a tiny fraction of the ~$10 million that a D-Wave One would set you back.</p>
<p>Some people might claim it&#8217;s &#8220;unfair&#8221; to optimize the classical simulated annealing code to take advantage of the quirks of the D-Wave problem.  But think about it this way: D-Wave has spent ~$100 million, and hundreds of person-years, optimizing the hell out of a special-purpose annealing device, with the sole aim of solving this one problem that D-Wave itself defined.  So if we&#8217;re serious about comparing the results to a classical computer, isn&#8217;t it reasonable to have one professor and a few postdocs spend a <em>few months</em> optimizing the classical code as well?</p>
<p>As I said, besides simulated annealing, the USC group also compared the D-Wave One&#8217;s performance against a classical implementation of Quantum Monte Carlo.  And maybe not surprisingly, the D-Wave machine <em>was</em> faster than a &#8220;direct classical simulation of itself&#8221; (I can&#8217;t remember how many times faster, and couldn&#8217;t find that information in the paper).  But even here, there&#8217;s a delicious irony.  The only reason the USC group was able to compare the D-Wave one against QMC at all, is that <em>QMC is efficiently implementable on a classical computer!</em>  (Albeit probably with a large constant overhead compared to running the D-Wave annealer itself&#8212;hence the superior performance of classical simulated annealing over QMC.)  This means that, <em>if</em> the D-Wave machine can be understood as reaching essentially the same results as QMC (technically, &#8220;QMC with no sign problem&#8221;), then there&#8217;s no real hope<em></em> for using the D-Wave machine to get an asymptotic speedup over a classical computer.  The race between the D-Wave machine and classical simulations of the machine would then <em>necessarily</em> be a cat-and-mouse game, a battle of constant factors with no clear asymptotic victor.  (Some people might conjecture that it will also be a &#8220;Tom &amp; Jerry game,&#8221; the kind where the classical mouse always gets the better of the quantum cat.)</p>
<p>At this point, it&#8217;s important to give a hearing to three possible counterarguments to what I&#8217;ve written above.</p>
<p>The first counterargument is that, if you plot both the runtime of simulated annealing and the runtime of the D-Wave machine as functions of the instance size n, you find that, while simulated annealing is faster in absolute terms, it can <em>look like</em> the curve for the D-Wave machine is less steep.  Over on the blog &#8220;nextbigfuture&#8221;, an apparent trend of this kind has been <a href="http://nextbigfuture.com/2013/01/dwave-systems-512-qubits-projected-to.html">fearlessly extrapolated</a> to predict that with 512 qubits, the D-Wave machine will be 10 billion times faster than a classical computer.  But there&#8217;s a tiny fly in the ointment.  As Troyer carefully explained to me last week, the &#8220;slow growth rate&#8221; of the D-Wave machine&#8217;s runtime is, ironically, basically an artifact of the machine being run too slowly on small values of n.  Run the D-Wave machine as fast as it <em>can</em> run for small n, and the difference in the slopes disappears, with only the constant-factor advantage for simulated annealing remaining.  In short, there seems to be no evidence, at present, that the D-Wave machine is going to overtake simulated annealing for <em>any</em> instance size.</p>
<p>The second counterargument is that the correlation between the two &#8220;bimodal distributions&#8221;&#8212;that for the D-Wave machine and that for the Quantum Monte Carlo simulation&#8212;is not perfect.  In other words, there are a few instances (not many) that QMC solves faster than the D-Wave machine, and likewise a few instances that the D-Wave machine solves faster than QMC.  Not surprisingly, the latter fact has been eagerly seized on by the D-Wave boosters (&#8220;hey, <em>sometimes</em> the machine does better!&#8221;).  But Troyer has a simple and hilarious response to that.  Namely, he found that <em>his group&#8217;s QMC code did a better job of correlating with the D-Wave machine, than the D-Wave machine did of correlating with itself!</em>  In other words, calibration errors seem <em>entirely</em> sufficient to explain the variation in performance, with no need to posit any special class of instances (however small) on which the D-Wave machine dramatically outperforms QMC.</p>
<p>The third counterargument is just the banal one: the USC experiment was only one experiment with one set of instances (albeit, a set one might have thought would be heavily biased <em>toward</em> D-Wave).  There&#8217;s no proof that, in the future, it won&#8217;t be discovered that the D-Wave machine does something more than QMC, and that there&#8217;s some (perhaps specially-designed) set of instances on which the D-Wave machine asymptotically outperforms both QMC and<em></em> Troyer&#8217;s simulated annealing code.  (Indeed, I gather that folks at D-Wave are now assiduously looking for such instances.)  Well, I concede that almost anything is possible in the future&#8212;but &#8220;these experiments, while <em>not</em> supporting D-Wave&#8217;s claims about the usefulness of its devices, also don&#8217;t conclusively disprove those claims&#8221; is a very different message than what&#8217;s currently making it into the press.</p>
<p><strong>Comparison to CPLEX is Rigged</strong></p>
<p>Unfortunately, the USC paper is not<em></em> the one that&#8217;s gotten the most press attention&#8212;perhaps because half of it inconveniently told the hypesters something they didn&#8217;t want to hear (&#8220;no speedup&#8221;).  Instead, journalists have preferred a paper released this week by <a href="http://graphics8.nytimes.com/packages/pdf/business/quantum-study.pdf">Catherine McGeoch and Cong Wang</a>, which reports that quantum annealing running on the D-Wave machine outperformed the CPLEX optimization package running on a classical computer by a factor of ~3600, on Ising spin problems involving 439 bits.  Wow!  That sounds awesome!  But before rushing to press, let&#8217;s pause to ask ourselves: how can we reconcile this with the USC group&#8217;s result of <em>no</em> speedup?</p>
<p>The answer turns out to be painfully simple.  CPLEX is a general-purpose, off-the-shelf <strong>exact</strong> optimization package.  <em>Of course</em> an exact solver can&#8217;t compete against quantum annealing&#8212;or for that matter, against <em>classical</em> annealing or other classical heuristics!  Noticing this problem, McGeoch and Wang do also compare the D-Wave machine against tabu search, a classical heuristic algorithm.  When they do so, they find that an advantage for the D-Wave machine persists, but it becomes much, much smaller (they didn&#8217;t report the exact time comparison).  Amusingly, they write in their &#8220;Conclusions and Future Work&#8221; section:</p>
<blockquote><p>It would of course be interesting to see if highly tuned implementations of, say, tabu search or simulated annealing could compete with Blackbox or even QA [i.e., the D-Wave machines] on QUBO [quadratic binary optimization] problems; some preliminary work on this question is underway.</p></blockquote>
<p>As I said above, at the time McGeoch and Wang&#8217;s paper was released to the media (though maybe not at the time it was written?), <span style="color: #000000;">the &#8220;highly tuned implementation&#8221; of simulated annealing that they ask for had already been written and tested, and the result was that it outperformed the D-Wave machine on all instance sizes tested.</span>  In other words, <span style="color: #ff0000;"><strong>their comparison to CPLEX had already been superseded by a much more informative comparison&#8212;one that gave the &#8220;opposite&#8221; result&#8212;before it ever became public.</strong></span>  For obvious reasons, most press reports have simply ignored this fact.</p>
<p><strong>Troyer, Lidar, and Stone Soup</strong></p>
<p>Much of what I&#8217;ve written in this post, I learned by talking to Matthias Troyer&#8212;the man who carefully experimented with the D-Wave machine and figured out how to beat it using simulated annealing, and who I regard as probably the world&#8217;s #1 expert right now on what exactly the machine does.  Troyer wasn&#8217;t shy about sharing his opinions, and while couched with qualifications, they tended toward extremely skeptical.  For example, Troyer conjectured that, <em>if</em> D-Wave ultimately succeeds in getting a speedup over classical computers in a fair comparison, then it will probably be by improving coherence and calibration, incorporating error-correction, and doing other things that &#8220;traditional,&#8221; &#8220;academic&#8221; quantum computing researchers had said all along would need to be done.</p>
<p>As I said, Danny Lidar is another coauthor on the USC paper, and also recently visited MIT to speak.  Lidar and Troyer agree on the basic facts&#8212;yet Lidar noticeably differed from Troyer, in trying to give each fact the most &#8220;pro-D-Wave spin&#8221; it could possibly support.  Lidar spoke at our quantum group meeting, not about the D-Wave vs. simulated annealing performance comparison (which he agrees with), but about a proposal of his for incorporating quantum error-correction into the D-Wave device, together with some experimental results.  He presented his proposal, not as a <em>reductio ad absurdum</em> of D-Wave&#8217;s entire philosophy, but rather as a positive opportunity to get a quantum speedup using D-Wave&#8217;s approach.</p>
<p>So, to summarize my current assessment of the situation: <em>yes, absolutely, D-Wave might someday succeed&#8212;ironically, by adapting the very ideas from &#8220;the gate model&#8221; that its entire business plan has been based on avoiding, and that D-Wave founder Geordie Rose has <a href="http://www.wired.com/wiredenterprise/2012/02/dwave-quantum-cloud/all/">loudly denigrated</a> for D-Wave&#8217;s entire history!  </em>If that&#8217;s what happens, then I predict that science writers, and blogs like &#8220;nextbigfuture,&#8221; will announce from megaphones that D-Wave has been vindicated at last, while its narrow-minded, theorem-obsessed, ivory-tower academic naysayers now have egg all over their faces.  No one will care that the path to success&#8212;through quantum error-correction and so on&#8212;actually proved the academic critics <strong>right</strong>, and that D-Wave&#8217;s &#8220;vindication&#8221; was precisely like that of the deliciousness of <a href="http://en.wikipedia.org/wiki/Stone_Soup">stone soup</a> in the old folktale.  As for myself, I&#8217;ll probably bang my head on my desk until I sustain so much brain damage that I no longer care either.  But at least I&#8217;ll still have tenure, and the world will have quantum computers.</p>
<p><strong>The Messiah&#8217;s Quantum Annealer<br />
</strong></p>
<p>Over the past few days, I&#8217;ve explained the above to at least six different journalists who asked.  And I&#8217;ve repeatedly gotten a striking response: &#8220;What you say makes sense&#8212;but then why are all these prestigious people and companies investing in D-Wave?  Why did Bo Ewald, a prominent Silicon Valley insider, recently join D-Wave as president of its US operations?  Why the deal with Lockheed Martin?  Why the <a href="http://www.forbes.com/sites/alexknapp/2013/05/16/nasa-and-google-partner-to-purchase-a-d-wave-quantum-computer/">huge deal with NASA and Google</a>, just announced today?  What&#8217;s your reaction to all this news?&#8221;</p>
<p>My reaction, I confess, is simple.  <em>I don&#8217;t care</em>&#8212;I actually told them this&#8212;<em>if the former Pope Benedict has ended his retirement to become D-Wave&#8217;s new marketing director.</em>  I don&#8217;t care if the Messiah has come to Earth on a flaming chariot, not to usher in an age of peace but simply to spend $10 million on D-Wave&#8217;s new Vesuvius chip.  And if you imagine that I&#8217;ll <em>ever</em> care about such things, then you obviously don&#8217;t know much about me.  I&#8217;ll tell you what: if peer pressure is where it&#8217;s at, then come to me with the news that Umesh Vazirani, or Greg Kuperberg, or Matthias Troyer is now convinced, based on the latest evidence, that D-Wave&#8217;s chip asymptotically outperforms simulated annealing in a fair comparison, and does so because of quantum effects.  Any one such scientist&#8217;s considered opinion would mean more to me than 500,000 business deals.</p>
<p><strong>The Argument from Consequences</strong></p>
<p>Let me end this post with an argument that several of my friends in physics have <em>explicitly</em> made to me&#8212;not in the exact words below but in similar ones.</p>
<p style="padding-left: 30px;">&#8220;Look, Scott, let the investors, government bureaucrats, and gullible laypeople believe whatever they want&#8212;and let D-Wave keep telling them whatever&#8217;s necessary to stay in business.  It&#8217;s unsportsmanlike and uncollegial of you to hold D-Wave&#8217;s <em>scientists</em> accountable for whatever wild claims their company&#8217;s PR department might make.  After all, <em>we&#8217;re</em> in this game too!  Our universities put out all sorts of overhyped press releases, but we don&#8217;t complain because we know that it&#8217;s done for our benefit.  Besides, you&#8217;d doubtless be trumpeting the same misleading claims, if you were in D-Wave&#8217;s shoes and needed the cash infusions to survive.  Anyway, who really cares whether there&#8217;s a quantum speedup yet or no quantum speedup?  At least D-Wave is out there <em>trying</em> to build a scalable quantum computer, and getting millions of dollars from Jeff Bezos, Lockheed, Google, the CIA, etc. etc. to do so&#8212;resources more of which would be directed <em>our</em> way if we showed a more cooperative attitude!  If we care about scalable QCs <em>ever</em> getting built, then the wise course is to celebrate what D-Wave <em>has</em> done&#8212;they just demonstrated quantum annealing on 100 qubits, for crying out loud!  So let&#8217;s all be grownups here, focus on the science, and ignore the marketing buzz as so much meaningless noise&#8212;just like a tennis player might ignore his opponent&#8217;s trash-talking (&#8216;your mother is a whore,&#8217; etc.) and focus on the game.&#8221;</p>
<p>I get this argument: really, I do.  I even concede that there&#8217;s something to be said for it.  But let me now offer a contrary argument for the reader&#8217;s consideration.</p>
<p>Suppose that, unlike in the &#8220;stone soup&#8221; scenario I outlined above, it eventually becomes clear that quantum annealing <em>can</em> be made to work on thousands of qubits, but that it&#8217;s a dead end as far as getting a quantum speedup is concerned.  Suppose the evidence piles up that simulated annealing on a conventional computer will continue to beat quantum annealing, if even the slightest effort is put into optimizing the classical annealing code.  If that happens, then <strong>I predict that the very same people now hyping D-Wave will turn around and&#8212;without the slightest acknowledgment of error on their part&#8212;declare that the <em>entire field</em> of quantum computing has now been unmasked as a mirage, a scam, and a chimera.</strong>  The same pointy-haired bosses who now flock toward<em></em> quantum computing, will flock away from it just as quickly and as uncomprehendingly.  Academic QC programs will be decimated, despite the slow but genuine progress that they&#8217;d been making the entire time in a &#8220;parallel universe&#8221; from D-Wave.  People&#8217;s contempt for academia is such that, while a D-Wave success would be trumpeted as its alone, a D-Wave failure would be blamed on the entire QC community.</p>
<p>When it comes down to it, <em>that&#8217;s</em> the reason why I care<em></em> about this matter enough to have served as &#8220;Chief D-Wave Skeptic&#8221; from 2007 to 2011, and enough to resume my post today.  As I&#8217;ve said many times, <span style="color: #ff0000;"><strong>I really, genuinely hope that D-Wave succeeds at building a QC that achieves an unambiguous speedup!</strong></span>  I even hope the academic QC community will contribute to D-Wave&#8217;s success, by doing careful independent studies like the USC group did, and by coming up with proposals like Lidar&#8217;s for how D-Wave could move forward.  On the other hand, in the strange, unlikely event that D-Wave <em>doesn&#8217;t</em> succeed, I&#8217;d like people to know that many of us in the QC community were doing what academics are <em>supposed</em> to do, which is to be skeptical and not leave obvious questions unasked.  I&#8217;d like them to know that some of us simply tried to understand and describe what we saw in front of us&#8212;changing our opinions repeatedly as new evidence came in, but disregarding &#8220;meta-arguments&#8221; like my physicist friends&#8217; above.  The reason I can joke about <a href="http://www.scottaaronson.com/blog/?p=181">how easy it is to bribe me</a> is that it&#8217;s actually kind of hard.</p>
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		<title>Ask Me Anything!  Tenure Edition</title>
		<link>http://www.scottaaronson.com/blog/?p=1385</link>
		<comments>http://www.scottaaronson.com/blog/?p=1385#comments</comments>
		<pubDate>Mon, 06 May 2013 14:42:55 +0000</pubDate>
		<dc:creator>Scott</dc:creator>
				<category><![CDATA[Ask Me Anything]]></category>
		<category><![CDATA[Nerd Interest]]></category>

		<guid isPermaLink="false">http://www.scottaaronson.com/blog/?p=1385</guid>
		<description><![CDATA[Update (5/7): Enough!  Thanks, everyone, for asking so many imaginative questions, and please accept my apologies if yours remains unaddressed.  (It&#8217;s nothing personal: they simply came fast and furious, way faster than I could handle in an online fashion&#8212;so I gave up on chronological order and simply wrote answers in whatever order they popped into [...]]]></description>
				<content:encoded><![CDATA[<p><span style="color: #ff0000;"><strong>Update (5/7):</strong></span><strong><span style="color: #ff0000;"> Enough!</span></strong>  Thanks, everyone, for asking so many imaginative questions, and please accept my apologies if yours remains unaddressed.  (It&#8217;s nothing personal: they simply came fast and furious, way faster than I could handle in an online fashion&#8212;so I gave up on chronological order and simply wrote answers in whatever order they popped into my head.)  At this point, <strong>I&#8217;m no longer accepting any new questions.</strong>  I&#8217;ll try to answer all the remaining questions by tomorrow night.</p>
<hr />
<p>By popular request, for the next 36 hours&#8212;so, from now until ~11PM on Tuesday&#8212;I&#8217;ll have a long-overdue edition of &#8220;Ask Me Anything.&#8221;  (For the previous editions, see <a href="http://www.scottaaronson.com/blog/?p=322">here</a>, <a href="http://www.scottaaronson.com/blog/?p=357">here</a>, <a href="http://www.scottaaronson.com/blog/?p=416">here</a>, and <a href="http://www.scottaaronson.com/blog/?p=741">here</a>.)  Today&#8217;s edition is partly to celebrate my new, tenured &#8220;freedom to do whatever the hell I want&#8221; (as well as the publication after 7 years of <em><a href="http://www.amazon.com/Quantum-Computing-since-Democritus-Aaronson/dp/0521199565?tag=lubosmotlsref-20">Quantum Computing Since Democritus</a></em>), but is mostly just to have an excuse to get out of changing diapers (&#8220;I&#8217;d <em>love</em> to, honey, but the world is demanding answers!&#8221;).  Here are the ground rules:</p>
<ol>
<li><strong><span style="color: #ff0000;">One question per person, total.</span></strong></li>
<li>Please check to see whether your question was already asked in one of the previous editions&#8212;if it was, then I&#8217;ll probably just refer you there.</li>
<li>No questions with complicated backstories, or that require me to watch a video, read a paper, etc. and comment on it.</li>
<li>No questions about D-Wave.  (As it happens, Matthias Troyer will be giving a talk at MIT this Wednesday about his group&#8217;s experiments on the D-Wave machine, and I&#8217;m planning a blog post about it&#8212;so just hold your horses for a few more days!)</li>
<li>If your question is offensive, patronizing, nosy, or annoying, I reserve the right to give a flippant non-answer or even delete the question.</li>
<li>Keep in mind that, in past editions, the best questions have almost always been the most goofball ones (&#8220;What&#8217;s up with those painting elephants?&#8221;).</li>
</ol>
<p>That&#8217;s it: ask away!</p>
<hr />
<p><span style="color: #ff0000;"><strong>Update (5/12):</strong></span> I&#8217;ve finally answered all ~90 questions, a mere 4 days after the official end of the &#8220;Ask Me Anything&#8221; session!  Thanks so much to everyone for all the great questions.  For your reading convenience, here&#8217;s a guide to my answers (personal favorites are in bold):</p>
<ul>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73187">The probability that we live in the Matrix</a> (see followups <a href="http://www.scottaaronson.com/blog/?p=1385#comment-73326">here</a>, <a href="http://www.scottaaronson.com/blog/?p=1385#comment-73375">here</a>, <a href="http://www.scottaaronson.com/blog/?p=1385#comment-73391">here</a>, <a href="http://www.scottaaronson.com/blog/?p=1385#comment-73821">here</a>)</strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73205">Glauber dynamics</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73209">My behavior as Waterloo lunch organizer</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73242">The saddest thing</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73250">Quantum cellular automata</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73266">P!=NP vs. P!=PSPACE</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73274">My knowledge of general relativity</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73277">Advantages of Dirac ket notation</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73317">The evolution of my career goals</a></strong></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73323">Open problems related to BosonSampling</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73325">Book-signing for <em>Quantum Computing Since Democritus</em></a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73334">In an infinite universe, must all possible earthlike planets exist?</a></strong></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73350">Was 9/11 an inside job?</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73355">The fine-structure constant and quantum computing</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73358">Accessible open problems in complexity theory</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73364">Tightening Razborov&#8217;s monotone lower bound for CLIQUE</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73369">In what sense is the quadratic Grover speedup &#8220;provable&#8221;?</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73370">Fisher information</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73371">&#8220;Associate Professor Without Tenure&#8221;</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73388">Is the whole universe &#8220;just&#8221; a vector in Hilbert space?</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73394">How to initialize a qubit</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73402">My knowledge of my tenure case</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73405">How I&#8217;d build a quantum computer in 20-30 years</a></strong></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73411">Could God solve the halting problem?</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73417">&#8220;Who&#8217;s yer daddy?&#8221;</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73420">How long I&#8217;d want to live</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73426">Could the difficulty of building a QC grow exponentially with number of qubits?</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73427">Why does quantum computing require physically different hardware?</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73433">The double-slit experiment and &#8220;lazy evaluation&#8221;</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73435">Bioengineered flying horses vs. flying robot horses: which will be first?</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73516">The last program I wrote</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73517">How much I sleep</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73520">Recent TCS advances with practical applications in the near future</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73522">What I&#8217;d ask Terry Tao</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73528">How many digits will the largest known prime have in 10 or 100 years?</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73573">Whether I believe in free will</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73601">The nature of time</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73609">My progress in learning Hebrew</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73650">Social science breakthroughs that could bring about world peace</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73662">Superquadratic advantage of the quantum adiabatic algorithm over classical search?</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73670">Is a classical world also a quantum world?</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73677">The name of the blog</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73684">John Sidles&#8217; prognostiquestion</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73693">Books and films for Lily to grow up with</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73703">Does QM generate &#8220;true&#8221; randomness?</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73704">Fictitious proofs of P!=NP</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73711">The secret of happiness</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73717">What I did in college</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73722">The blowup in reducing theorem-proving to 3SAT</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73723">Whether CUP objected to the free QCSD lecture notes</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73725">The top 5 not-yet-written books that I&#8217;d most like to read</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73732">Does the continuum &#8220;exist&#8221; in physical reality?</a> (see followup <a href="http://www.scottaaronson.com/blog/?p=1385#comment-73906">here</a>)</strong></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73742">Could Nature itself be inconsistent?</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73747">Zen koan about a mouse eating cat food</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73749">&#8220;Maybe, it&#8217;s the equality sign?&#8221;</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73812">Classical computer is to QC as QC is to what?</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73818">Why are CS theorists obsessed with polynomial time?</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73819">My favorite complexity theorist</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73830">A bad approach to factoring large integers</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73838">Am I a Bayesian?</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73839">How to build an intelligent machine</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73847">Will automated theorem provers become as standard as Mathematica/Maple?</a></strong></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73870">My initiation into theoretical computer science</a></strong></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73875">How to get an 8-year-old excited about programming</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73880">&#8220;Am I insane?&#8221;</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73883">Levin universal search</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73900">Brain emulation by 2023?  A $10,000 bet</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73937">How being in &#8220;communist Berkeley&#8221; in my formative years shaped my worldview</a> (see followup <a href="http://www.scottaaronson.com/blog/?p=1385#comment-74114">here</a>)</strong></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73972">Israel vs. Apartheid South Africa</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73989">Will useful QC precede its public announcement, or vice versa?</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-73992">My work habits</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74133">US immigration policy</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74233">My favorite Israeli foods</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74249">If I guess randomly, how likely am I to get this question right?</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74266">Busy Beaver numbers: is BB(n+1) provably much larger than BB(n)?</a> (see followups <a href="http://www.scottaaronson.com/blog/?p=1385#comment-74436">here</a> and <a href="http://www.scottaaronson.com/blog/?p=1385#comment-74620">here</a>)</strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74273">Computational complexity and biological/social evolution</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74382">P vs. NP vs. Shannon capacity of cycles problem</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74396">Video games based on my research interests</a></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74414">Bayesian reasoning when there are copies of yourself</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74479">Pr[ PH=PSPACE | PH collapses ]</a></strong></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74508">My favorite interpretation of QM</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74660">What I&#8217;d do if I proved P=NP</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74666">QM and consciousness</a></strong></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74673">QM and free will</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74699">Cultures of Clarkson, Cornell, Berkeley, IAS, Waterloo, MIT</a></li>
<li><strong><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74705">How I decide what&#8217;s ethical</a></strong></li>
<li><a href="http://www.scottaaronson.com/blog/?p=1385#comment-74720">American vs. Chilean universities</a></li>
</ul>
<p>&nbsp;</p>
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		<title>The Tenured Toll-Taker</title>
		<link>http://www.scottaaronson.com/blog/?p=1366</link>
		<comments>http://www.scottaaronson.com/blog/?p=1366#comments</comments>
		<pubDate>Sun, 05 May 2013 11:33:13 +0000</pubDate>
		<dc:creator>Scott</dc:creator>
				<category><![CDATA[Adventures in Meatspace]]></category>
		<category><![CDATA[Announcements]]></category>

		<guid isPermaLink="false">http://www.scottaaronson.com/blog/?p=1366</guid>
		<description><![CDATA[Update (5/6): In &#8220;honor&#8221; of the news below, Boaz Barak has written a beautiful blog post on the reasons to care about the P vs. NP question, offering his responses to several of the most common misconceptions.  Thank you so much, Boaz &#8212; this is one of the best presents I&#8217;ve ever gotten from anyone! [...]]]></description>
				<content:encoded><![CDATA[<p><span style="color: #ff0000;"><strong>Update (5/6):</strong></span> In &#8220;honor&#8221; of the news below, Boaz Barak has <a href="http://windowsontheory.org/2013/05/06/reasons-to-care-in-honor-of-scott-aaronson/">written a beautiful blog post</a> on the reasons to care about the P vs. NP question, offering his responses to several of the most common misconceptions.  Thank you so much, Boaz &#8212; this is one of the best presents I&#8217;ve ever gotten from anyone!</p>
<hr />
<p>On Friday afternoon&#8212;in the middle of a pizza social for my undergrad advisees&#8212;I found out that I&#8217;ve received tenure at MIT.</p>
<p>Am I happy about the news?  Of course!  Yet even on such a joyous occasion, I found myself reflecting on a weird juxtaposition.  I learned about MIT&#8217;s tenure decision at the tail end of a <a href="http://motls.blogspot.com/2013/05/aaronsons-anthropic-dilemmas.html">fierce, weeks-long comment war</a> over on Luboš Motl&#8217;s blog, in which I assumed the task of defending theoretical computer science and quantum information science as a whole: explaining why these fields could have <em>anything whatsoever</em> to contribute to our understanding of the universe.  Indeed, I took the title of this post from a comment Luboš made to me in the middle of the melee: that compared to string theorists, quantum computing researchers have as much to say about the nature of reality as toll-takers on the Golden Gate Bridge.  (Even though the Golden Gate tolls are <a href="http://www.goldengate.org/tolls/paytollasavisitor.php">apparently all-electronic</a> these days, I still found Luboš&#8217;s analogy striking.  I could imagine that staring all day at the breathtaking San Francisco Bay <em>would</em> lead to deep thoughts about the nature of reality.)</p>
<p>Now, some people will ask: why should I even waste my time this way&#8212;arguing with Luboš, a blogger infamous for describing the scientists he disagrees with as garbage, worms, fungi, etc., and even <a href="http://prime-spot.de/Bored/bolubos_short.doc">calling for their &#8220;elimination&#8221;</a>?  If I find the limits of computation in the physical universe to be a rich, fascinating, worthwhile subject; if I have hundreds of wonderful colleagues with whom to share the thrill of surprising new discoveries; if a large, growing fraction of the wider scientific community follows this field with interest; if my employer seems to want me doing it for the long haul &#8230; then why should I lose sleep just because <em>someone, somewhere,</em> declared that the P vs. NP problem is a random puzzle, of no deeper significance than the question of whether chess is a draw?  Or because he characterized the entire fields of quantum computing and information as trivial footnotes to 1920s physics, fit only for mediocre students who couldn&#8217;t do string theory?  Or because, on the &#8220;other side,&#8221; a persistent minority calls quantum computers an absurd fantasy, and the quest to build them a taxpayer boondoggle bordering on fraud?  Or because some skeptics, going even further, dismiss quantum mechanics itself as nonsensical mumbo-jumbo that physicists made up to conceal their own failure to find a straightforward, mechanical description of Nature?  Likewise, why should it bother me if some <a href="http://www.scottaaronson.com/blog/?p=474">anti-complexites</a> dismiss the quest to prove P≠NP as a fashionable-but-irrelevant journey to formalize the obvious&#8212;even while others denounce the Soviet-style groupthink that leads the &#8220;CS establishment&#8221; to reject the possibility that P=NP?  After all, these various naysayers <em></em>can&#8217;t <em>all </em>be right!  Doesn&#8217;t it comfort me that, of all the confidently-asserted reasons why everything my colleagues and I study is dead-end, cargo-cult science, so many of the reasons contradict each other?</p>
<p>Sure, but here&#8217;s the thing.  In seven years of teaching and blogging, I&#8217;ve learned something about my own psychology.  Namely, if I meet anyone&#8212;an undergrad, an anonymous blog commenter, <em>anyone</em>&#8212;who claims that the P vs. NP problem is beside the point, since it&#8217;s perfectly plausible that P=NP but the algorithm takes n<sup>10000</sup> time&#8212;or that, while quantum mechanics works fine for small systems, there&#8217;s not the slightest reason to expect it to scale up to larger ones&#8212;or that the limits of computation are plainly no more relevant to fundamental physics than the fact that cucumbers are green&#8212;<em>trying to reason with that person will always, till the end of my life, feel like the most pressing task in the world to me</em>.</p>
<p>Why?  Because, I confess, a large part of me worries: <strong>what if this other person is right?</strong>  What if I <em>really do</em> have to jettison everything I thought I knew about physics, computation, and pretty much everything else since I was a teenager, toss all my results into the garbage can (or at least the &#8220;amusing recreations can&#8221;), and start over from kindergarten?  But then, as I fret about that possibility, counterarguments well up in my mind.  Like someone pinching himself to make sure he&#8217;s awake, I remember all the reasons why I was led to think what I think in the first place.  And I want the other person to go through that experience with me&#8212;the experience, if you like, of feeling the foundations of the universe smashed to pieces and then rebuilt, the infinite hierarchy of complexity classes collapsing and then springing back into place, decades&#8217; worth of books set ablaze and then rewritten on blank pages.  I want to say: at least come stand here with me&#8212;in this place that I spent twenty years of late nights, false starts, and discarded preconceptions getting to&#8212;and tell me if you <em>still</em> don&#8217;t see what I see.</p>
<p>That&#8217;s how I am; I doubt I can change it any more than I can change my blood type.  So I feel <em>profoundly<strong> </strong></em>grateful to have been born into a world where I can make a comfortable living just by being this strange, thin-skinned creature that I am&#8212;a world where there are countless others who <em>do</em> see what I see, indeed see it a thousand times more clearly in many cases, but who still appreciate what little I can do to explore this corner or that, or to describe the view to others.  I&#8217;d say I&#8217;m grateful to &#8220;fate,&#8221; but really<em></em> I&#8217;m grateful to my friends and family, my students and teachers, my colleagues at MIT and around the world, and the readers of <em>Shtetl-Optimized</em>&#8212;yes, even John Sidles.  &#8220;Fate&#8221; either doesn&#8217;t exist or doesn&#8217;t need my gratitude if it does.</p>
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		<title>&#8220;Closer to Truth&#8221;</title>
		<link>http://www.scottaaronson.com/blog/?p=1359</link>
		<comments>http://www.scottaaronson.com/blog/?p=1359#comments</comments>
		<pubDate>Wed, 01 May 2013 12:04:55 +0000</pubDate>
		<dc:creator>Scott</dc:creator>
				<category><![CDATA[Adventures in Meatspace]]></category>
		<category><![CDATA[Complexity]]></category>
		<category><![CDATA[Quantum]]></category>

		<guid isPermaLink="false">http://www.scottaaronson.com/blog/?p=1359</guid>
		<description><![CDATA[Two years ago, when I attended the FQXi conference on a ship from Norway to Denmark, I (along with many other conference participants) was interviewed by Robert Lawrence Kuhn, who produces a late-night TV program called &#8220;Closer to Truth.&#8221;  I&#8217;m pleased to announce (hat tip: Sean Carroll) that four videos from my interview are finally [...]]]></description>
				<content:encoded><![CDATA[<p>Two years ago, when I attended the <a href="http://fqxi.org/conference/2011">FQXi conference</a> on a ship from Norway to Denmark, I (along with many other conference participants) was interviewed by Robert Lawrence Kuhn, who produces a late-night TV program called <a href="http://www.closertotruth.com/">&#8220;Closer to Truth.&#8221;</a>  I&#8217;m pleased to announce (hat tip: <a href="http://www.preposterousuniverse.com/blog/2013/04/28/closer-to-truth/">Sean Carroll</a>) that four videos from my interview are finally available online:</p>
<ul>
<li><a href="http://www.closertotruth.com/video-profile/Is-the-Universe-a-Computer-Scott-Aaronson-/2171">Is the Universe a Computer?</a></li>
<p> (like a politician, I steer the question toward &#8220;what <i>kind</i> of computer is the universe?,&#8221; then start talking about P vs. NP, quantum computing, and the holographic principle)</p>
<li><a href="http://www.closertotruth.com/video-profile/What-does-Quantum-Theory-Mean-Scott-Aaronson-/2170">What Does Quantum Theory Mean?</a></li>
<p> (here I mostly talk about the idea of computational intractability as a principle of physics)</p>
<li><a href="http://www.closertotruth.com/video-profile/Quantum-Computing-Mysteries-Scott-Aaronson-/2172">Quantum Computing Mysteries</a></li>
<p> (basics of quantum mechanics and quantum computing)</p>
<li><a href="http://www.closertotruth.com/video-profile/Setting-Time-Aright-Scott-Aaronson-/2169">Setting Time Aright</a> (about the differences between time and space, the P vs. PSPACE problem, and computing with closed timelike curves)</li>
</ul>
<p>(No, I didn&#8217;t choose the titles!)</p>
<p>For regular readers of this blog, there&#8217;s probably nothing new in these videos, but for those who are &#8220;just tuning in,&#8221; they provide an extremely simple and concise introduction to what I care about and why.  I&#8217;m pretty happy with how they came out.</p>
<p>Once you&#8217;re finished with me (or maybe even before then&#8230;), <a href="http://www.closertotruth.com/participants">click here</a> for the full list of interviewees, which includes David Albert, Raphael Bousso, Sean Carroll, David Deutsch, Rebecca Goldstein, Seth Lloyd, Marvin Minsky, Roger Penrose, Lenny Susskind, Steven Weinberg, and many, many others who might be of interest to <em>Shtetl-Optimized</em> readers.</p>
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		<title>Quantum Computing Since Democritus now out in the US!  20% discount for Shtetl-Optimized readers</title>
		<link>http://www.scottaaronson.com/blog/?p=1350</link>
		<comments>http://www.scottaaronson.com/blog/?p=1350#comments</comments>
		<pubDate>Sun, 28 Apr 2013 00:52:45 +0000</pubDate>
		<dc:creator>Scott</dc:creator>
				<category><![CDATA[Announcements]]></category>
		<category><![CDATA[CS/Physics Deathmatch]]></category>
		<category><![CDATA[Democritus]]></category>
		<category><![CDATA[Quantum Computing Since Democritus]]></category>

		<guid isPermaLink="false">http://www.scottaaronson.com/blog/?p=1350</guid>
		<description><![CDATA[OK, this will be my last blog post hawking Quantum Computing Since Democritus, at least for a while.  But I do have four pieces of exciting news about the book that I want to share. Amazon is finally listing the print version of QCSD as available for shipment in North America, slightly ahead of schedule!  [...]]]></description>
				<content:encoded><![CDATA[<p>OK, this will be my last blog post hawking <em><a href="http://www.scottaaronson.com/blog/?p=1277">Quantum Computing Since Democritus</a></em>, at least for a while.  But I do have four pieces of exciting news about the book that I want to share.</p>
<ol>
<li>Amazon is finally listing the print version of QCSD as <a href="http://www.amazon.com/Quantum-Computing-since-Democritus-Aaronson/dp/0521199565?tag=lubosmotlsref-20">available for shipment in North America</a>, slightly ahead of schedule!  Amazon&#8217;s price is $35.27.</li>
<li>Cambridge University Press has very generously offered readers of <em>Shtetl-Optimized </em>a 20% discount off their list price&#8212;meaning $31.99 instead of $39.99&#8212;if you <em></em><a href="http://www.cambridge.org/knowledge/discountpromotion?code=L3QCSD">click this link to order directly from them</a>.  Note that CUP has a shipping charge of $6.50.  So ordering from CUP might either be slightly cheaper or slightly more expensive than ordering from Amazon, depending (for example) on whether you get free shipping from Amazon Prime.</li>
<li>So far, there have been maybe 1000 orders and preorders for QCSD (not counting hundreds of Kindle sales).  The book has also spent a month as one of Amazon&#8217;s top few &#8220;Quantum Physics&#8221; sellers, with a <em>fabulous</em> average rating of 4.6 / 5 stars from 9 reviews (or 4.9 if we discount the pseudonymous rant by Joy Christian).  Thanks so much to everyone who ordered a copy; I hope you like it!  Alas, these sales figures also mean that QCSD still has a long way to go before it enters the rarefied echelon of&#8212;to pick a few top Amazon science sellers&#8212;<em>Cosmos</em>, <em>A Brief History of Time</em>, <em>Proof of Heaven (A Neurosurgeon&#8217;s Journey into the Afterlife), </em><em>Turn On Your SUPER BRAIN, </em>or<em> The Lemon Book (Natural Recipes and Preparations).</em>  So, if you believe that QCSD deserves to be with such timeless classics, then put your money where your mouth is and help make it happen!</li>
<li>The most exciting news of all?  Luboš Motl is reading the <a href="http://motls.blogspot.com/2013/04/scott-aaronson-quantum-computing-since.html">free copy of QCSD that I sent him</a> and blogging his reactions chapter-by-chapter!  So, if you&#8217;d like to learn about how mathematicians and computer scientists simply lack the brainpower to do physics&#8212;which is why we obsess over kindergarten trivialities like the Church-Turing Thesis or the Axiom of Choice, and why we insist idiotically that Nature use only the mathematical structures that <em>our </em>inferior minds can grasp&#8212;then check out Luboš&#8217;s posts about <a href="http://motls.blogspot.com/2013/04/scott-aaronson-prototype-of-some.html">Chapters 1-3</a> or <a href="http://motls.blogspot.com/2013/04/minds-and-machines.html">Chapters 4-6</a>.  If, on the other hand, you want to see our diacritical critic pleasantly surprised by QCSD&#8217;s later chapters on cryptography, quantum mechanics, and quantum computing, then <a href="http://motls.blogspot.com/2013/04/democritus-on-qm-operating-system.html">here&#8217;s the post for you</a>.  Either way, be sure to scroll down to the comments, where I patiently defend the honor of theoretical computer science against Luboš&#8217;s hilarious <em>ad hominem</em> onslaughts.</li>
</ol>
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		<title>Superiority of the Latke: The Unexpected Convergence of Quantum Mechanics and Common Sense</title>
		<link>http://www.scottaaronson.com/blog/?p=1345</link>
		<comments>http://www.scottaaronson.com/blog/?p=1345#comments</comments>
		<pubDate>Fri, 26 Apr 2013 09:58:39 +0000</pubDate>
		<dc:creator>Scott</dc:creator>
				<category><![CDATA[Adventures in Meatspace]]></category>
		<category><![CDATA[Embarrassing Myself]]></category>
		<category><![CDATA[Quantum]]></category>

		<guid isPermaLink="false">http://www.scottaaronson.com/blog/?p=1345</guid>
		<description><![CDATA[Back in February, I gave a talk with the above title at the Annual MIT Latke-Hamentaschen Debate.  I&#8217;m pleased to announce that streaming video of my talk is now available!  (My segment starts about 10 minutes into the video, and lasts for 10 minutes.)  You can also download my PowerPoint slides here. Out of hundreds [...]]]></description>
				<content:encoded><![CDATA[<p><a href="http://www.scottaaronson.com/blog/wp-content/uploads/2013/04/latke.jpg"><img class="aligncenter size-medium wp-image-1346" alt="latke" src="http://www.scottaaronson.com/blog/wp-content/uploads/2013/04/latke-300x224.jpg" width="300" height="224" /></a></p>
<p>Back in February, I gave a talk with the above title at the <a href="http://web.mit.edu/hillel/www/events/latke.shtml">Annual MIT Latke-Hamentaschen Debate</a>.  I&#8217;m pleased to announce that <a href="http://vimeo.com/64648838#">streaming video of my talk is now available</a>!  (My segment starts about 10 minutes into the video, and lasts for 10 minutes.)  You can also download my <a href="http://www.scottaaronson.com/talks/latke-aaronson.ppt">PowerPoint slides here</a>.</p>
<p>Out of hundreds of talks I&#8217;ve given in my life, on five continents, <span style="color: #ff0000;"><strong>this is the single talk of which I&#8217;m the proudest.</strong></span></p>
<p>Of course, before you form an opinion about the issue at hand, you should also check out the contributions of my fellow debaters.  On the sadly-mistaken hamentasch side, my favorite presentation was that of mathematician Arthur Mattuck, which starts in at 56 minutes and lasts for a full half hour (!! &#8211; the allotted time was only 8 minutes).  Mattuck relates the shapes of latkes and hamentaschen to the famous <a href="http://en.wikipedia.org/wiki/Kakeya_set">Kakeya problem</a> in measure theory&#8212;though strangely, his final conclusions seem to provide no support whatsoever for the hamentaschen, even on Mattuck&#8217;s own terms.</p>
<p>Finally, what if you&#8217;re a reader for whom the very words &#8220;latke&#8221; and &#8220;hamentaschen&#8221; are just as incomprehensible as the title of this blog?  OK, here are some Cliff Notes:</p>
<ul>
<li><a href="http://en.wikipedia.org/wiki/Latke">Latkes</a> are fried potato pancakes, traditionally eaten by Jews on Hannukah.</li>
<li><a href="http://en.wikipedia.org/wiki/Hamantash">Hamentaschen</a> are triangular fruit-filled cookies, traditionally eaten by Jews on Purim.</li>
<li>Beginning at the University of Chicago in 1946, many universities around the world have held <a href="http://en.wikipedia.org/wiki/Latke%E2%80%93Hamantash_Debate">farcical annual &#8220;debates&#8221;</a> between faculty members (both Jewish and non-Jewish) about which of those two foods is better.  (The reason I say &#8220;farcical&#8221; is simply that, as I explain in my talk, the truth has always been overwhelmingly on one side.)  The debaters have invoked everything from feminist theory to particle physics to bolster their case.</li>
</ul>
<p>Thanks very much to Dean of Admissions Stu Schmill for moderating, and to MIT Hillel for organizing the debate.</p>
<p><span style="color: #ff0000;"><strong>Update:</strong></span> Luboš has a <a href="http://motls.blogspot.cz/2013/04/democritus-on-qm-operating-system.html?m=1">new blog post</a> announcing that he finally found a chapter in <em>Quantum Computing Since Democritus</em> that he likes!  Woohoo!  Whether coincidentally or not, the chapter he likes makes exactly the same points about quantum mechanics that I also make in my pro-latke presentation.</p>
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		<title>I was right: Congress&#8217;s attack on the NSF widens</title>
		<link>http://www.scottaaronson.com/blog/?p=1340</link>
		<comments>http://www.scottaaronson.com/blog/?p=1340#comments</comments>
		<pubDate>Thu, 25 Apr 2013 17:57:18 +0000</pubDate>
		<dc:creator>Scott</dc:creator>
				<category><![CDATA[Nerd Interest]]></category>
		<category><![CDATA[Rage Against Doofosity]]></category>
		<category><![CDATA[The Fate of Humanity]]></category>

		<guid isPermaLink="false">http://www.scottaaronson.com/blog/?p=1340</guid>
		<description><![CDATA[Last month, I blogged about Sen. Tom Coburn (R-Oklahoma) passing an amendment blocking the National Science Foundation from funding most political science research.  I wrote: This sort of political interference with the peer-review process, of course, sets a chilling precedent for all academic research, regardless of discipline.  (What’s next, an amendment banning computer science research, [...]]]></description>
				<content:encoded><![CDATA[<p>Last month, I <a href="http://www.scottaaronson.com/blog/?p=1289">blogged about</a> Sen. Tom Coburn (R-Oklahoma) passing an amendment blocking the National Science Foundation from funding most political science research.  I wrote:</p>
<p style="padding-left: 30px;">This sort of political interference with the peer-review process, of course, sets a chilling precedent for <em>all</em> academic research, regardless of discipline.  (What’s next, an amendment banning computer science research, unless it has applications to scheduling baseball games or slicing apple pies?)</p>
<p>In the <a href="http://www.scottaaronson.com/blog/?p=1289#comments">comments section</a> of that post, I was pilloried by critics, who ridiculed my delusional fears about an anti-science witch hunt.  <em>Obviously</em>, they said, Congressional Republicans only wanted to slash dubious <em>social</em> science research: not computer science or the other hard sciences that people reading this blog <em>really</em> care about, and that everyone agrees are worthy.  Well, today I write to inform you that <strong>I was right, and my critics were wrong.  </strong>For the benefit of readers who might have missed it the first time, let me repeat that:</p>
<p><span style="font-size: x-large;"><span style="color: #ff0000;"><strong>I was right, and my critics were wrong.</strong></span></span></p>
<p>In this case, like in countless others, my &#8220;paranoid fears&#8221; about what <em>could</em> happen turned out to be preternaturally well-attuned to what <em>would</em> happen.</p>
<p>According to an <a href="http://news.sciencemag.org/scienceinsider/2013/04/nsf-peer-review-under-scrutiny-b.html">article in <em>Science</em></a>, Lamar Smith (R-Texas), the new chair of the ironically-named House Science Committee, held two hearings in which he &#8220;floated the idea of having every NSF grant application [in every field] include a statement of how the research, if funded, &#8216;would directly benefit the American people.&#8217; &#8220;  Connoisseurs of NSF proposals will know that every proposal already includes a &#8220;Broader Impacts&#8221; section, and that that section often borders on comic farce.  (&#8220;We expect further progress on the μ-approximate shortest vector problem to enthrall middle-school students and other members of the local community, especially if they happen to belong to underrepresented groups.&#8221;)  Now progress on the μ-approximate shortest vector problem also has to directly&#8212;<em>directly</em>&#8212;&#8221;benefit the American people.&#8221;  It&#8217;s not enough for such research to benefit science&#8212;arguably the <em>least bad, least wasteful enterprise</em> our sorry species has ever managed&#8212;and for science, in turn, to be a principal engine of the country&#8217;s economic and military strength, something that generally <em>can&#8217;t</em> be privatized because of a tragedy-of-the-commons problem, and something that economists say has repaid public investments many, many times over.  No, the benefit now needs to be &#8220;direct.&#8221;</p>
<p>The truth is, I find myself strangely indifferent to whether Smith gets his way or not.  On the negative side, sure, a pessimist might worry that this could spell the beginning of the end for American science.  But on the positive side, I would have been proven <strong>so massively right</strong> that, even as I held up my &#8220;Will Prove Quantum Complexity Theorems For Food&#8221; sign on a street corner or whatever, I&#8217;d have something to crow about until the end of my life.</p>
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		<title>My fortune-cookie wisdom for the day</title>
		<link>http://www.scottaaronson.com/blog/?p=1328</link>
		<comments>http://www.scottaaronson.com/blog/?p=1328#comments</comments>
		<pubDate>Thu, 18 Apr 2013 15:36:48 +0000</pubDate>
		<dc:creator>Scott</dc:creator>
				<category><![CDATA[Adventures in Meatspace]]></category>
		<category><![CDATA[Embarrassing Myself]]></category>

		<guid isPermaLink="false">http://www.scottaaronson.com/blog/?p=1328</guid>
		<description><![CDATA[On Sunday afternoon, Dana, Lily, and I were in Copley Square in Boston for a brunch with friends, at the Mandarin Oriental hotel on Boylston Street.  As I now recall, I was complaining bitterly about a number of things.  First, I&#8217;d lost my passport (it&#8217;s since been found).  Second, we hadn&#8217;t correctly timed Lily&#8217;s feedings, [...]]]></description>
				<content:encoded><![CDATA[<p>On Sunday afternoon, Dana, Lily, and I were in Copley Square in Boston for a brunch with friends, at the Mandarin Oriental hotel on Boylston Street.  As I now recall, I was complaining bitterly about a number of things.  First, I&#8217;d lost my passport (it&#8217;s since been found).  Second, we hadn&#8217;t correctly timed Lily&#8217;s feedings, making us extremely late for the brunch, and causing Lily to scream hysterically the entire car ride.  Third, parking (and later, locating) our car at the Prudential Center was a logistical nightmare.  Fourth, I&#8217;d recently received by email a profoundly silly paper, claiming that one of my results was wrong based on a trivial misunderstanding.  Fifth &#8230; well, there were other things that were bothering me, but I don&#8217;t remember what they were.</p>
<p>Then the next day, maybe 50 feet from where we&#8217;d been, the bombs went off, three innocent human beings lost their lives and many more were rendered permanently disabled.</p>
<p>Drawing appropriate morals is left as an exercise for the reader.</p>
<hr />
<p><span style="color: red;"><b>Update (Friday, 7AM):</b></span> Maybe the moral is that <i>you shouldn&#8217;t philosophize while the suspects are still on the loose.</i> Last night (as you can read anywhere else on the web) an MIT police officer was tragically shot and killed in the line of duty, right outside the Stata Center, by one of the marathon bombers (who turn out to be brothers from Chechnya). After a busy night&#8212;which also included <del>robbing a 7-Eleven</del> (visiting a 7-Eleven that was coincidentally <em>also</em> robbed&#8212;no novelist could make this stuff up), carjacking a Mercedes two blocks from my apartment, and randomly throwing some more pressure-cooker bombs&#8212;one of the brothers was killed; the other one escaped to Watertown. A massive hunt for him is now underway. MIT is completely closed today, as is Harvard and pretty much every other university in the area&#8212;and now, it seems, all stores and businesses in the entire Boston area. The streets are mostly deserted except for police vehicles. As for us, we heard the sirens through much of the night, but didn&#8217;t know what they were about until this morning. Here&#8217;s hoping they catch the second asshole soon.</p>
<p><span style="color: red;"><b>Another Update (Friday, 9AM):</b></span> As the sorry details emerge about these Tsarnaev brothers, it occurs to me that there&#8217;s another moral we can draw: namely, we can remind ourselves that the Hollywood image of the evil criminal genius is almost entirely a myth. Yes, evil and genius have occasionally been found in the same person (as with a few of the Nazi scientists), but it&#8217;s <b>evil and stupidity</b> that are the far more natural allies. Which is the most optimistic statement I can think to make right now about the future of the human race.</p>
<p><span style="color: #ff0000;"><b>Yet More Updates (Friday, 3PM):</b></span> The whole Boston area is basically a ghost town now, with the streets empty on a beautiful spring day and the sound of helicopters filling the air.  I was just up on my roofdeck to watch, and never saw anything like it.  I can&#8217;t help thinking that it sets a <em>terrible</em> precedent to give a couple doofus amateur terrorists the power to shut down an entire metropolitan area.  Meanwhile, Andrew Sullivan points to a <a href="http://dish.andrewsullivan.com/2013/04/19/malkin-award-nominee-58/">spectacularly stupid tweet</a> by one Nate Bell:</p>
<p style="padding-left: 30px;">I wonder how many Boston liberals spent the night cowering in their homes wishing they had an AR-15 with a hi-capacity magazine?</p>
<p>This sounds like a gun nut projecting his own disturbed psychology onto other people.  I&#8217;m not actually scared, but if I was, owning a gun would <em>do nothing whatsoever</em> to make me less scared (quite the contrary).  What would make me think I could win a gunfight against a frothing lunatic&#8212;or that I&#8217;d want to find out?  When it comes to violence, the only thing that calms my nerves is a democratic state having a near-monopoly on it.</p>
<p>What else?  It was chilling to watch the Tsarnaev brothers&#8217; aunt, the one in Toronto, babble incoherently on TV about how wonderful her nephews were (a striking contrast to the remorseful uncle in Maryland).  If it emerges that anyone else in this family (including the parents, or the older brother&#8217;s wife) had any foreknowledge about the killing spree, then I very much hope they&#8217;ll face justice as well.</p>
<p>In other news, Lily had an eventful day too: she finally figured out how to squeeze her toy ball with her hands.</p>
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		<title>QStart conference in Jerusalem, June 24-27</title>
		<link>http://www.scottaaronson.com/blog/?p=1321</link>
		<comments>http://www.scottaaronson.com/blog/?p=1321#comments</comments>
		<pubDate>Sun, 14 Apr 2013 23:31:21 +0000</pubDate>
		<dc:creator>Scott</dc:creator>
				<category><![CDATA[Announcements]]></category>
		<category><![CDATA[Quantum]]></category>

		<guid isPermaLink="false">http://www.scottaaronson.com/blog/?p=1321</guid>
		<description><![CDATA[Friend-of-the-blog Dorit Aharonov asked me to advertise the QStart Conference, which will be held at Hebrew University of Jerusalem June 24-27 of this year, to celebrate the opening of Hebrew University&#8217;s new Quantum Information Science Center.  Speakers include Yakir Aharonov, Jacob Bekenstein, Hans Briegel, Ed Farhi, Patrick Hayden, Ray Laflamme, Elon Lindenstrauss, Alex Lubotzky, John [...]]]></description>
				<content:encoded><![CDATA[<p><a href="http://www.scottaaronson.com/blog/wp-content/uploads/2013/04/qstart.jpg"><img class="aligncenter size-medium wp-image-1322" alt="qstart" src="http://www.scottaaronson.com/blog/wp-content/uploads/2013/04/qstart-206x300.jpg" width="206" height="300" /></a></p>
<p>Friend-of-the-blog Dorit Aharonov asked me to advertise the <a href="http://www.as.huji.ac.il/q-start">QStart Conference</a>, which will be held at Hebrew University of Jerusalem June 24-27 of this year, to celebrate the opening of Hebrew University&#8217;s new <a href="http://qcent.huji.ac.il/">Quantum Information Science Center</a>.  Speakers include Yakir Aharonov, Jacob Bekenstein, Hans Briegel, Ed Farhi, Patrick Hayden, Ray Laflamme, Elon Lindenstrauss, Alex Lubotzky, John Martinis, Barbara Terhal, Umesh Vazirani, Stephanie Wehner, Andrew Yao &#8230; and me, your humble blogger (who will actually be there with Lily, on her first trip abroad&#8212;or for that matter, beyond the Boston metropolitan area).  Dorit tells me that the conference should be of interest to mathematicians, physicists, chemists, philosophers, and computer scientists; that registration is open now; and that student travel support is available.  Oh, and if you&#8217;re one of the people who think quantum computing is bunk?  As displayed on the poster above, leading QC skeptic Gil Kalai is a <span style="color: #ff0000;"><strong>co-organizer</strong></span> of the conference.</p>
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		<title>&#8220;So You Think Quantum Computing Is Bunk?&#8221;</title>
		<link>http://www.scottaaronson.com/blog/?p=1318</link>
		<comments>http://www.scottaaronson.com/blog/?p=1318#comments</comments>
		<pubDate>Fri, 12 Apr 2013 21:11:43 +0000</pubDate>
		<dc:creator>Scott</dc:creator>
				<category><![CDATA[Adventures in Meatspace]]></category>
		<category><![CDATA[Complexity]]></category>
		<category><![CDATA[Quantum]]></category>

		<guid isPermaLink="false">http://www.scottaaronson.com/blog/?p=1318</guid>
		<description><![CDATA[On Wednesday, I gave a fun talk with that title down the street at Microsoft Research New England.  Disappointingly, no one in the audience did seem to think quantum computing was bunk (or if they did, they didn&#8217;t speak up): I was basically preaching to the choir.  My PowerPoint slides are here.  There&#8217;s also a [...]]]></description>
				<content:encoded><![CDATA[<p>On Wednesday, I gave a fun talk with that title down the street at Microsoft Research New England.  Disappointingly, no one in the audience <em>did</em> seem to think quantum computing was bunk (or if they did, they didn&#8217;t speak up): I was basically preaching to the choir.  My <a href="http://www.scottaaronson.com/talks/bunk.ppt">PowerPoint slides are here</a>.  There&#8217;s also a <a href="http://research.microsoft.com/apps/video/default.aspx?id=191071&amp;l=i">streaming video here</a>, but watch it at your own risk&#8212;my stuttering and other nerdy mannerisms seemed particularly bad, at least in the short initial segment that I listened to.  I <em>really</em> need media training.  Anyway, thanks very much to Boaz Barak for inviting me.</p>
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