42 citations · 156 across the 35 of their papers we have counts for
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cs.LG2018★ 10 cited
Simulated Tempering Langevin Monte Carlo II: An Improved Proof using Soft Markov Chain Decomposition
Rong Ge, Holden Lee, Andrej Risteski
A key task in Bayesian machine learning is sampling from distributions that are only specified up to a partition function (i.e., constant of proportionality). One prevalent example…
cs.LG2018★ 17 cited
Spectral Filtering for General Linear Dynamical Systems
Elad Hazan, Holden Lee, Karan Singh +2
We give a polynomial-time algorithm for learning latent-state linear dynamical systems without system identification, and without assumptions on the spectral radius of the system's…