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09/18/2023
Pivotal Estimation of Linear Discriminant Analysis in High Dimensions
We consider the linear discriminant analysis problem in the high-dimensi...
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03/29/2023
Diffusion Schrödinger Bridge Matching
Solving transport problems, i.e. finding a map transporting one given di...
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11/07/2022
From Denoising Diffusions to Denoising Markov Models
Denoising diffusions are state-of-the-art generative models which exhibi...
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10/12/2022
Alpha-divergence Variational Inference Meets Importance Weighted Auto-Encoders: Methodology and Asymptotics
Several algorithms involving the Variational Rényi (VR) bound have been ...
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02/27/2022
Conditional Simulation Using Diffusion Schrödinger Bridges
Denoising diffusion models have recently emerged as a powerful class of ...
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02/23/2022
On PAC-Bayesian reconstruction guarantees for VAEs
Despite its wide use and empirical successes, the theoretical understand...
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10/26/2021
Online Variational Filtering and Parameter Learning
We present a variational method for online state estimation and paramete...
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03/24/2021