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Karolina Dziugaite on Nonvacuous Generalization Bounds for Deep Neural Networks via PAC-Bayes
Studying Generalization in Deep Learning via PAC-Bayes
The PAC-Bayes Guarantee
Auto-tune: PAC-Bayes Optimization over Prior and Posterior for Neural Networks
Dichotomize and Generalize: PAC-Bayesian Binary Activated Deep Neural Networks
NIPS 2016 spotlight - PAC Bayesian Theory Meets Bayesian Inference
[ML/DL] PAC-Bayesian Bound for Deep Learning Models
CS 159 (Spring 2021) -- PAC-Bayesian Theory
François Laviolette - A Tutorial on PAC-Bayesian Theory (Talk)
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Last Updated: October 14, 2026
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Summary
Link to the paper: arxiv.org/abs/2002.05551 Paper Authors: Jonas Rothfuss, Vincent Fortuin, Andreas Krause Abstract: ... In this video, I give a short introduction into our current research paper " Abstract: Karolina presents her recent work constructing generalization bounds in order to understand existing Gintare Karolina Dziugaite (Element AI) simons.berkeley.edu/talks/tbd-77 Frontiers of Deep Hi this is going to be a much shorter unit the second unit on Quick overview of our 2019 NeurIPS paper about studying Deep Neural Networks with binary activations using the NIPS 2016 spotlight Poster (Mon Dec 5th) Manuscript: arxiv.org/abs/1605.08636 Slides: ... Slides: 1five9.github.io/slides/
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