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06/15/2023
A Heavy-Tailed Algebra for Probabilistic Programming
Despite the successes of probabilistic models based on passing noise thr...
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05/16/2022
Fat-Tailed Variational Inference with Anisotropic Tail Adaptive Flows
While fat-tailed densities commonly arise as posterior and marginal dist...
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10/23/2020
Accelerating Metropolis-Hastings with Lightweight Inference Compilation
In order to construct accurate proposers for Metropolis-Hastings Markov ...
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06/18/2020
Precise expressions for random projections: Low-rank approximation and randomized Newton
It is often desirable to reduce the dimensionality of a large dataset by...
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12/10/2019
Exact expressions for double descent and implicit regularization via surrogate random design
Double descent refers to the phase transition that is exhibited by the g...
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06/10/2019