13 citations · 42 across the 23 of their papers we have counts for
25 papers
Sampling from the Sherrington-Kirkpatrick Model up to Criticality
Hang Du, Brice Huang, Sidhanth Mohanty +1
We prove that the simulated annealing algorithm efficiently samples from the Sherrington-Kirkpatrick model at inverse temperature to an arbitrary inverse polynomial accuracy…
Algorithmic threshold for high-dimensional projection pursuit I: general theory
Brice Huang, Mark Sellke, Nike Sun
We study a null model of high-dimensional projection pursuit: we are given points sampled i.i.d. from a standard gaussian in dimensions, where with $M/N\toα\…
Overlap distribution of the critical Sherrington-Kirkpatrick model
Hang Du, Brice Huang
We study the distribution of the two-replica overlap in the Ising and spherical Sherrington-Kirkpatrick models at the critical inverse temperature . Our main result…
Fluctuations of the Sherrington-Kirkpatrick free energy at critical temperature
Hang Du, Brice Huang
We consider the Sherrington-Kirkpatrick spin glass model at the critical inverse temperature with zero external field. We prove that the free energy of thi…
Stable algorithms cannot reliably find isolated perceptron solutions
Shuyang Gong, Brice Huang, Shuangping Li +1
We study the binary perceptron, a random constraint satisfaction problem that asks to find a Boolean vector in the intersection of independently chosen random halfspaces. A strikin…
On zeros and algorithms for disordered systems: mean-field spin glasses
Ferenc Bencs, Brice Huang, Daniel Z. Lee +2
Spin glasses are fundamental probability distributions at the core of statistical physics, the theory of average-case computational complexity, and modern high-dimensional statisti…
Strong Low Degree Hardness for Stable Local Optima in Spin Glasses
Brice Huang, Mark Sellke
It is a folklore belief in the theory of spin glasses and disordered systems that out-of-equilibrium dynamics fail to find stable local optima exhibiting e.g. local strict convexit…
Weak Poincaré Inequalities, Simulated Annealing, and Sampling from Spherical Spin Glasses
Brice Huang, Sidhanth Mohanty, Amit Rajaraman +1
There has been a recent surge of powerful tools to show rapid mixing of Markov chains, via functional inequalities such as Poincaré inequalities. In many situations, Markov chains…
Sampling from Spherical Spin Glasses in Total Variation via Algorithmic Stochastic Localization
Brice Huang, Andrea Montanari, Huy Tuan Pham
We consider the problem of algorithmically sampling from the Gibbs measure of a mixed -spin spherical spin glass. We give a polynomial-time algorithm that samples from the Gibbs…
Capacity threshold for the Ising perceptron
Brice Huang
We show that the capacity of the Ising perceptron is with high probability upper bounded by the constant conjectured by Krauth and Mézard, under the conditi…
A Constructive Proof of the Spherical Parisi Formula
Brice Huang, Mark Sellke
The Parisi formula for the free energy is among the crown jewels in the theory of spin glasses. We present a simpler proof of the lower bound in the case of the spherical mean-fiel…
Strong Topological Trivialization of Multi-Species Spherical Spin Glasses
Brice Huang, Mark Sellke
We study the landscapes of multi-species spherical spin glasses. Our results determine the phase boundary for annealed trivialization of the number of critical points, and establis…
Optimization Algorithms for Multi-Species Spherical Spin Glasses
Brice Huang, Mark Sellke
This paper develops approximate message passing algorithms to optimize multi-species spherical spin glasses. We first show how to efficiently achieve the algorithmic threshold ener…
Algorithmic Threshold for Multi-Species Spherical Spin Glasses
Brice Huang, Mark Sellke
We study efficient optimization of the Hamiltonians of multi-species spherical spin glasses. Our results characterize the maximum value attained by algorithms that are suitably Lip…
Improved Lower Bound for Frankl's Union-Closed Sets Conjecture
Ryan Alweiss, Brice Huang, Mark Sellke
We verify an explicit inequality conjectured recently by Gilmer, thus proving that for any nonempty union-closed family , some is contained in at le…
Threshold for Detecting High Dimensional Geometry in Anisotropic Random Geometric Graphs
Matthew Brennan, Guy Bresler, Brice Huang
In the anisotropic random geometric graph model, vertices correspond to points drawn from a high-dimensional Gaussian distribution and two vertices are connected if their distance…
When Does Adaptivity Help for Quantum State Learning?
Sitan Chen, Brice Huang, Jerry Li +2
We consider the classic question of state tomography: given copies of an unknown quantum state , output which is close to in some sense,…
Tight Bounds for Quantum State Certification with Incoherent Measurements
Sitan Chen, Brice Huang, Jerry Li +1
We consider the problem of quantum state certification, where we are given the description of a mixed state , copies of a mixed state $ρ\in \mathb…
Tight Lipschitz Hardness for Optimizing Mean Field Spin Glasses
Brice Huang, Mark Sellke
We study the problem of algorithmically optimizing the Hamiltonian of a spherical or Ising mixed -spin glass. The maximum asymptotic value of is cha…
The Algorithmic Phase Transition of Random -SAT for Low Degree Polynomials
Guy Bresler, Brice Huang
Let be a uniformly random -SAT formula with variables and clauses. We study the algorithmic task of finding a satisfying assignment of . It is known that satisfyi…
De Finetti-Style Results for Wishart Matrices: Combinatorial Structure and Phase Transitions
Matthew Brennan, Guy Bresler, Brice Huang
A recent line of work has studied the relationship between the Wishart matrix , where has i.i.d. standard Gaussian entries, and the correspo…
An Upper Bound on the Number of -Avoiding Cyclic Permutations
Brice Huang
We show a upper bound on the number of avoiding cyclic permutations. This is the first nontrivial upper bound on the number of such permutations. We…
Cyclic Descents for General Skew Tableaux
Brice Huang
A cyclic descent function on standard Young tableaux of size is a function that restricts to the usual descent function when is omitted, such that the number of standard Yo…
On the Local Geometry of Graphs in Terms of Their Spectra
Brice Huang, Mustazee Rahman
In this paper we consider the relation between the spectrum and the number of short cycles in large graphs. Suppose is a sequence of finite and connected gr…