Approximating Partition Functions

[Guest post by Alex Kelser, Alex Lin, Amil Merchant, and Suproteem Sarkar, scribing for a lecture by Andrej Risteski.] Andrej Risteski: Approximating Partition Functions via Variational Methods and Taylor Series For a probability distribution defined up to a constant of proportionality, we have already seen the partition function. To refresh your memory, given a probability … Continue reading Approximating Partition Functions

Belief Propagation and the Stochastic Block Model

[Guest post by Thomas Orton who presented a lecture on this in our  physics and computation seminar --Boaz] Introduction This blog post is a continuation of the CS229R lecture series. Last week, we saw how certain computational problems like 3SAT exhibit a thresholding behavior, similar to a phase transition in a physical system. In this post, … Continue reading Belief Propagation and the Stochastic Block Model

Statistical Physics: an introduction in two parts

Statistical physics has deep connections to many computational problems, including statistical inference, counting and sampling, and optimization. Perhaps especially compelling are the field's insights and intuitions regarding "average-case complexity" and information-computation gaps. These are topics for which the traditional theoretical CS approaches seem ill-suited, while on the other hand statistical physics has supplied a rich … Continue reading Statistical Physics: an introduction in two parts

FOCS early registration deadline

[Message from Adi Rosen --Boaz] This is a kind reminder that the deadline for the early rate registration fees for FOCS 2018 is this Sunday, September 9, 2018. =================================== FOCS 2018 - Second Call for Participation =================================== https://www.irif.fr/~focs2018/ The 59th Annual IEEE Symposium on Foundations of Computer Science (FOCS 2018) will take place in Paris, France, … Continue reading FOCS early registration deadline

Black holes, paradoxes, and computational complexity

(Thanks so much to Scott Aaronson for giving me many pointers, insights, explanations, and corrections that greatly improved this post. As I'm a beginner to physics, the standard caveat holds doubly here: Scott is by no means responsible to any of my remaining technical mistakes and philosophical misconceptions.) One of the interesting features of physics … Continue reading Black holes, paradoxes, and computational complexity

Physics Envy

There is something cool about physics. Black holes, anti-matter, "God's particle": it all sounds so exciting. While our TCS "mental experiments" typically involve restricting the inputs of constant-depth circuits, physicists talk about jumping into black holes while holding a dictionary. Physicists also have a knack for names: notions such as "uncertainty principle" or "monogamy of … Continue reading Physics Envy