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03/07/2023
Towards a Complete Analysis of Langevin Monte Carlo: Beyond Poincaré Inequality
Langevin diffusions are rapidly convergent under appropriate functional ...
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03/01/2023
Mean-Square Analysis of Discretized Itô Diffusions for Heavy-tailed Sampling
We analyze the complexity of sampling from a class of heavy-tailed distr...
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11/25/2021
Time-independent Generalization Bounds for SGLD in Non-convex Settings
We establish generalization error bounds for stochastic gradient Langevi...
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05/18/2020
