3-Energy-Based Model (EBM)

Energy-Based Models

A collection of resources on Application of Energy-Based Models.

Introduction

A list of related papers:

• https://github.com/energy-based-model/energy-based-model

• https://github.com/yataobian/awesome-ebm

ICLR2021 Tutorial: https://iclr.cc/virtual/2021/workshop/2140

Literature

• Modeling Based Planning with Energy Based Models
  Yilun Du, Toru Lin, Igor Mordatch
  [CORL 2019] (MIT)
• Implicit Generation and Modeling with Energy Based Models
  Yilun Du, Igor Mordatch
  [NeurIPS 2019] (MIT, Google Brain)
• Compositional Visual Generation with Energy Based Models
  Yilun Du, Shuang Li, Igor Mordatch
  [NeurIPS 2020] (MIT)
• Energy-Based Models For Atomic-Resolution Protein Conformations
  Yilun Du, Joshua Meier, Jerry Ma, Rob Fergus, Alexander Rives
  [ICLR 2020] (MIT)
• Energy-Based Models for Continual Learning
  Shuang Li, Yilun Du, Gido M. van de Ven, Antonio Torralba, Igor Mordatch
  [Arxiv 2020] (MIT)
• Improved Contrastive Divergence Training of Energy Based Models
  Yilun Du, Shuang Li, Joshua Tenenbaum, Igor Mordatch
  [ICML 2021] (MIT)
• Conjugate Energy-Based Models
  Hao Wu, Babak Esmaeili, Michael Wick, Jean-Baptiste Tristan, Jan-Willem van de Meent
  [ICML 2021] (Northeastern University)

Code

https://uvadlc-notebooks.readthedocs.io/en/latest/tutorial_notebooks/tutorial8/Deep_Energy_Models.html