
Improved rates for identification of partially observed linear dynamical systems
Identification of a linear timeinvariant dynamical system from partial ...
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Efficient sampling from the Bingham distribution
We give a algorithm for exact sampling from the Bingham distribution p(x...
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NoRegret Prediction in Marginally Stable Systems
We consider the problem of online prediction in a marginally stable line...
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Estimating Normalizing Constants for LogConcave Distributions: Algorithms and Lower Bounds
Estimating the normalizing constant of an unnormalized probability distr...
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Explaining Landscape Connectivity of Lowcost Solutions for Multilayer Nets
Mode connectivity is a surprising phenomenon in the loss landscape of de...
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Robust guarantees for learning an autoregressive filter
The optimal predictor for a linear dynamical system (with hidden state a...
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Online Sampling from LogConcave Distributions
Given a sequence of convex functions f_0, f_1, ..., f_T, we study the pr...
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Simulated Tempering Langevin Monte Carlo II: An Improved Proof using Soft Markov Chain Decomposition
A key task in Bayesian machine learning is sampling from distributions t...
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Spectral Filtering for General Linear Dynamical Systems
We give a polynomialtime algorithm for learning latentstate linear dyn...
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Beyond Logconcavity: Provable Guarantees for Sampling Multimodal Distributions using Simulated Tempering Langevin Monte Carlo
A key task in Bayesian statistics is sampling from distributions that ar...
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Holden Lee
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