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Bayesian Deep Learning and a Probabilistic Perspective of Generalization

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Feb 21 2020 Andrew Gordon Wilson

Our new paper "Bayesian Deep Learning and a Probabilistic Perspective of Generalization": https://arxiv.org/abs/2002.08791. Includes (1) benefits of BMA; (2) BMA <-> Deep Ensembles; (3) new methods; (4) BNN priors; (5) generalization in DL; (6) tempering in BDL. With @Pavel_Izmailov. 1/19 https://t.co/OG3n2EJve3
10 replies, 1184 likes


Feb 21 2020 hardmaru

New paper from @andrewgwils and @Pavel_Izmailov adds to the recent discussion on Bayesian deep learning!
0 replies, 125 likes


Feb 21 2020 Jasper

Another perspective in the debate on Bayesian deep learning. I love how this academic discussion is progressing, hopefully to the result of a better understanding and new methods!
0 replies, 69 likes


Feb 21 2020 no love deep learning

""" There is a tendency to classify work as Bayesian or not Bayesian, with very stringent criteria for what qualifies as Bayesian [...] We believe this mentality encourages tribalism, which is not conductive to the best research """ words of wisdom by @andrewgwils @Pavel_Izmailov
1 replies, 55 likes


Feb 21 2020 Robert Peharz

A Sober Look at Bayesian Neural Networks 👇
0 replies, 10 likes


Feb 22 2020 Hector Yee

My favorite paper figure this week, model inductive bias in terms of support vs evidence. Totally going to cite it at a meeting next week https://arxiv.org/pdf/2002.08791.pdf https://t.co/AORTWZahjF
0 replies, 9 likes


Feb 21 2020 Statistics Papers

Bayesian Deep Learning and a Probabilistic Perspective of Generalization. http://arxiv.org/abs/2002.08791
0 replies, 7 likes


Feb 22 2020 HotComputerScience

Most popular computer science paper of the day: "Bayesian Deep Learning and a Probabilistic Perspective of Generalization" https://hotcomputerscience.com/paper/bayesian-deep-learning-and-a-probabilistic-perspective-of-generalization https://twitter.com/andrewgwils/status/1230669857840123906
0 replies, 6 likes


Mar 05 2020 Adam Cobb

Really enjoyed reading and thanks for giving hamiltorch a go!
0 replies, 3 likes


Feb 21 2020 tj mahr 🍕🍍

great figure
0 replies, 2 likes


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PDF content of a computer science paper: Bayesian Deep Learning and a Probabilistic Perspective of Generalization"