Playlist: 29 videos

Sampling Algorithms and Geometries on Probability Distributions

0:47:11

How Many Clusters - An Algorithmic Answer

Ravi Kannan (Microsoft Research India)
https://simons.berkeley.edu/talks/how-many-clusters
Sampling Algorithms and Geometries on Probability Distributions
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0:44:41

The Mirror Langevin Algorithm Converges with Vanishing Bias

Andre Wibisono (Yale)
https://simons.berkeley.edu/talks/mean-square-analysis-mirror-langevin-algorithm
Sampling Algorithms and Geometries on Probability Distributions
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0:38:55

Faster Polytope Rounding, Sampling, and Volume Computation via a Sub-Linear Ball Walk

Oren Mangoubi (WPI)
https://simons.berkeley.edu/talks/faster-polytope-rounding-sampling-and-volume-computation-sub-linear-ball-walk
Sampling Algorithms and Geometries on Probability Distributions
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0:40:11

Improved Dimension Dependence for the Metropolis-Adjusted Langevin Algorithm and Lower Bounds for Sampling

Sinho Chewi (MIT)
https://simons.berkeley.edu/talks/improved-dimension-dependence-metropolis-adjusted-langevin-algorithm-and-lower-bounds-sampling
Sampling Algorithms and Geometries on Probability Distributions
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0:41:15

Lower Bounds on Metropolized Sampling Methods for Well-Conditioned Distributions

Kevin Tian (Stanford)
https://simons.berkeley.edu/talks/lower-bounds-metropolized-sampling-methods-well-conditioned-distributions
Sampling Algorithms and Geometries on Probability Distributions
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0:44:6

On Langevin Monte Carlo for Log-Concave Densities

Arnak Dalalyan (ENSAE Paris)
https://simons.berkeley.edu/talks/on-langevin-monte-carlo
Sampling Algorithms and Geometries on Probability Distributions
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0:45:45

Non-Equilibrium Sampling

Alain Durmus (ENS Paris-Saclay)
https://simons.berkeley.edu/talks/quantitative-convergence-unadjusted-langevin-monte-carlo-and-application-stochastic
Sampling Algorithms and Geometries on Probability Distributions
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0:38:46

Primal--Dual Optimization and Application to Sampling

Adil Salim (KAUST)
https://simons.berkeley.edu/talks/primal-dual-optimization-and-application-sampling
Sampling Algorithms and Geometries on Probability Distributions
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0:40:41

Structured Logconcave Sampling with a Restricted Gaussian Oracle

Ruoqi Shen (University of Washington)
https://simons.berkeley.edu/talks/structured-logconcave-sampling-restricted-gaussian-oracle
Sampling Algorithms and Geometries on Probability Distributions
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0:41:6

Algorithms for Sampling Convex Bodies

Aditi Laddha (Georgia Institute of Technology)
https://simons.berkeley.edu/talks/algorithms-sampling-convex-bodies
Sampling Algorithms and Geometries on Probability Distributions
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