[BOOK][B] Analysis of boolean functions

R O'Donnell - 2014 - books.google.com
Boolean functions are perhaps the most basic objects of study in theoretical computer
science. They also arise in other areas of mathematics, including combinatorics, statistical …

Multiway spectral partitioning and higher-order cheeger inequalities

JR Lee, SO Gharan, L Trevisan - Journal of the ACM (JACM), 2014 - dl.acm.org
A basic fact in spectral graph theory is that the number of connected components in an
undirected graph is equal to the multiplicity of the eigenvalue zero in the Laplacian matrix of …

[PDF][PDF] Learning quantum Hamiltonians at any temperature in polynomial time

A Bakshi, A Liu, A Moitra, E Tang - Proceedings of the 56th Annual ACM …, 2024 - dl.acm.org
We study the problem of learning a local quantum Hamiltonian H given copies of its Gibbs
state ρ= e− β H/(e− β H) at a known inverse temperature β> 0. Anshu, Arunachalam …

Estimation contracts for outlier-robust geometric perception

L Carlone - Foundations and Trends® in Robotics, 2023 - nowpublishers.com
Outlier-robust estimation is a fundamental problem and has been extensively investigated
by statisticians and practitioners. The last few years have seen a convergence across …

Pseudorandom sets in grassmann graph have near-perfect expansion

K Subhash, D Minzer, M Safra - 2018 IEEE 59th Annual …, 2018 - ieeexplore.ieee.org
We prove that pseudorandom sets in the Grassmann graph have near-perfect expansion.
This completes the last missing piece of the proof of the 2-to-2-Games Conjecture (albeit …

Tight lipschitz hardness for optimizing mean field spin glasses

B Huang, M Sellke - Communications on Pure and Applied …, 2025 - Wiley Online Library
We study the problem of algorithmically optimizing the Hamiltonian HN H_N of a spherical or
Ising mixed pp‐spin glass. The maximum asymptotic value OPT OPT of HN/N H_N/N is …

Robust moment estimation and improved clustering via sum of squares

PK Kothari, J Steinhardt, D Steurer - … of the 50th Annual ACM SIGACT …, 2018 - dl.acm.org
We develop efficient algorithms for estimating low-degree moments of unknown distributions
in the presence of adversarial outliers and design a new family of convex relaxations for k …

The power of sum-of-squares for detecting hidden structures

SB Hopkins, PK Kothari, A Potechin… - 2017 IEEE 58th …, 2017 - ieeexplore.ieee.org
We study planted problems-finding hidden structures in random noisy inputs-through the
lens of the sum-of-squares semidefinite programming hierarchy (SoS). This family of …

A nearly tight sum-of-squares lower bound for the planted clique problem

B Barak, S Hopkins, J Kelner, PK Kothari, A Moitra… - SIAM Journal on …, 2019 - SIAM
We prove that with high probability over the choice of a random graph G from the Erdös--
Rényi distribution G(n,1/2), the n^O(d)-time degree d sum-of-squares (SOS) semidefinite …

Optimization of mean-field spin glasses

A El Alaoui, A Montanari, M Sellke - The Annals of Probability, 2021 - projecteuclid.org
Optimization of mean-field spin glasses Page 1 The Annals of Probability 2021, Vol. 49, No. 6,
2922–2960 https://doi.org/10.1214/21-AOP1519 © Institute of Mathematical Statistics, 2021 …