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07/11/2023
Direct sampling of short paths for contiguous partitioning
In this paper, we provide a family of dynamic programming based algorith...
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06/03/2023
Provable benefits of score matching
Score matching is an alternative to maximum likelihood (ML) for estimati...
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02/20/2023
Progressive Knowledge Distillation: Building Ensembles for Efficient Inference
We study the problem of progressive distillation: Given a large, pre-tra...
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10/01/2022
Pitfalls of Gaussians as a noise distribution in NCE
Noise Contrastive Estimation (NCE) is a popular approach for learning pr...
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07/07/2021
Universal Approximation for Log-concave Distributions using Well-conditioned Normalizing Flows
Normalizing flows are a widely used class of latent-variable generative ...
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12/01/2020