Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Michael Janner

Reinforcement Learning as One Big Sequence Modeling Problem

Jun 03, 2021
Michael Janner, Qiyang Li, Sergey Levine

  Access Paper or Ask Questions

$γ$-Models: Generative Temporal Difference Learning for Infinite-Horizon Prediction

Oct 27, 2020
Michael Janner, Igor Mordatch, Sergey Levine

* NeurIPS 2020. Project page at: 

  Access Paper or Ask Questions

Entity Abstraction in Visual Model-Based Reinforcement Learning

Dec 04, 2019
Rishi Veerapaneni, John D. Co-Reyes, Michael Chang, Michael Janner, Chelsea Finn, Jiajun Wu, Joshua B. Tenenbaum, Sergey Levine

* Accepted at CoRL 2019 

  Access Paper or Ask Questions

When to Trust Your Model: Model-Based Policy Optimization

Jun 19, 2019
Michael Janner, Justin Fu, Marvin Zhang, Sergey Levine

* Project page: 

  Access Paper or Ask Questions

Reasoning About Physical Interactions with Object-Oriented Prediction and Planning

Jan 07, 2019
Michael Janner, Sergey Levine, William T. Freeman, Joshua B. Tenenbaum, Chelsea Finn, Jiajun Wu

* ICLR 2019, project page: 

  Access Paper or Ask Questions

Self-Supervised Intrinsic Image Decomposition

Feb 05, 2018
Michael Janner, Jiajun Wu, Tejas D. Kulkarni, Ilker Yildirim, Joshua B. Tenenbaum

* NIPS 2017 camera-ready version, project page: 

  Access Paper or Ask Questions

Representation Learning for Grounded Spatial Reasoning

Nov 11, 2017
Michael Janner, Karthik Narasimhan, Regina Barzilay

* Accepted to TACL 2017, code: 

  Access Paper or Ask Questions