5 citations · 17 across the 20 of their papers we have counts for
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Parallelising Glauber dynamics
Holden Lee
For distributions over discrete product spaces , Glauber dynamics is a Markov chain that at each step, resamples a random coordinate conditioned on the other co…
Sampling Approximately Low-Rank Ising Models: MCMC meets Variational Methods
Frederic Koehler, Holden Lee, Andrej Risteski
We consider Ising models on the hypercube with a general interaction matrix , and give a polynomial time sampling algorithm when all but eigenvalues of lie in an inte…
Approximation algorithms for the random-field Ising model
Tyler Helmuth, Holden Lee, Will Perkins +2
Approximating the partition function of the ferromagnetic Ising model with general external fields is known to be #BIS-hard in the worst case, even for bounded-degree graphs, and i…
Estimating Normalizing Constants for Log-Concave Distributions: Algorithms and Lower Bounds
Rong Ge, Holden Lee, Jianfeng Lu
Estimating the normalizing constant of an unnormalized probability distribution has important applications in computer science, statistical physics, machine learning, and statistic…