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Collecting research materials on EBM/EBL (Energy Based Models, Energy Based Learning)

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Awesome Energy Based Models/Learning (Awesome-EBM)

Awesome

A comprehensive list of energy based learning papers and materials.

Table of Contents

Workshops & Symposiums

Representative Applications

  • Data (image/graph/sequence/etc) generation
  • Discriminative learning: Classification/regression
  • Density estimation
  • Maximum entropy reinforcement learning
  • Out-of-distribution detection (OOD)/anomaly detection/fraud detection
  • Model calibration
  • Adversarial robustness
  • Image inpainting/denoising/super-resolution
  • Prior modeling
  • Model-based planning for robotics
  • Language/Speech modeling

Papers (Reverse Chronological Order)

2023

2022

2021

2020

2019

2017 ~ 2018

2013 ~ 2016

2007 ~ 2012

Early papers (Before 2007)

Tutorials & Talks & Blogs

Open Source Libraries