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KL is All You Need

blog.alexalemi.com · published 8 January 2024

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https://en.wikipedia.org/wiki/Kullback%E2%80%93Leibler_divergence
en.wikipedia.org
https://alexalemi.com/talks/information-theory-for-representation-learning.html
alexalemi.com
https://docs.google.com/presentation/d/1YwgRzjWATHVX60Me6qOEOxQIiFjxdqO0_9jdAWXFx74/present?usp=sharing&resourcekey=0-T4ume8tMl__GoYZnKgHMEg
docs.google.com
https://www.cs.huji.ac.il/labs/learning/Theses/Slonim_PhD.pdf
cs.huji.ac.il
https://doi.org/10.1126/scitranslmed.3002981
doi.org
https://link.springer.com/article/10.1007/BF01106578
link.springer.com
https://en.wikipedia.org/wiki/Odds
en.wikipedia.org
https://en.wikipedia.org/wiki/Bayes%27_theorem
en.wikipedia.org
https://en.wikipedia.org/wiki/Likelihood_function
en.wikipedia.org
https://www.stat.berkeley.edu/~aldous/Real-World/million.html
stat.berkeley.edu
https://en.wikipedia.org/wiki/Data_processing_inequality
en.wikipedia.org
https://en.wikipedia.org/wiki/Cross-entropy
en.wikipedia.org
https://en.wikipedia.org/wiki/ImageNet
en.wikipedia.org
https://arxiv.org/abs/1711.00464
arxiv.org
https://openreview.net/forum?id=Sy2fzU9gl
openreview.net
https://arxiv.org/abs/1612.00410
arxiv.org
https://en.wikipedia.org/wiki/Bruno_de_Finetti
en.wikipedia.org
https://arxiv.org/abs/1505.05424
arxiv.org
https://arxiv.org/abs/1807.04162
arxiv.org
https://arxiv.org/abs/2307.07568
arxiv.org
https://arxiv.org/abs/2206.07137
arxiv.org