A Free-Energy Principle for Representation Learning

27 February 2020

Papers citing "A Free-Energy Principle for Representation Learning"

6 / 6 papers shown

Title
SGD as Free Energy Minimization: A Thermodynamic View on Neural Network Training Ildus Sadrtdinov Ivan Klimov E. Lobacheva Dmitry Vetrov 28 0 0 29 May 2025
A picture of the space of typical learnable tasks Rahul Ramesh Jialin Mao Itay Griniasty Rubing Yang H. Teoh Mark K. Transtrum James P. Sethna Pratik Chaudhari SSL DRL 115 5 0 31 Oct 2022
Towards Understanding Grokking: An Effective Theory of Representation Learning Ziming Liu O. Kitouni Niklas Nolte Eric J. Michaud Max Tegmark Mike Williams AI4CE 98 154 0 20 May 2022
Deep Reference Priors: What is the best way to pretrain a model? Yansong Gao Rahul Ramesh Pratik Chaudhari BDL 47 5 0 01 Feb 2022
Controllable Guarantees for Fair Outcomes via Contrastive Information Estimation Umang Gupta Aaron Ferber B. Dilkina Greg Ver Steeg 113 58 0 11 Jan 2021
Likelihood Ratio Exponential Families Rob Brekelmans Frank Nielsen Alireza Makhzani Aram Galstyan Greg Ver Steeg 42 6 0 31 Dec 2020