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

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

Insights From the NeurIPS 2021 NetHack Challenge


Mar 22, 2022
Eric Hambro, Sharada Mohanty, Dmitrii Babaev, Minwoo Byeon, Dipam Chakraborty, Edward Grefenstette, Minqi Jiang, Daejin Jo, Anssi Kanervisto, Jongmin Kim, Sungwoong Kim, Robert Kirk, Vitaly Kurin, Heinrich K├╝ttler, Taehwon Kwon, Donghoon Lee, Vegard Mella, Nantas Nardelli, Ivan Nazarov, Nikita Ovsov, Jack Parker-Holder, Roberta Raileanu, Karolis Ramanauskas, Tim Rockt├Ąschel, Danielle Rothermel, Mikayel Samvelyan, Dmitry Sorokin, Maciej Sypetkowski, Micha┼é Sypetkowski

* Under review at PMLR for the NeuRIPS 2021 Competition Workshop Track, 10 pages + 10 in appendices 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

You May Not Need Ratio Clipping in PPO


Jan 31, 2022
Mingfei Sun, Vitaly Kurin, Guoqing Liu, Sam Devlin, Tao Qin, Katja Hofmann, Shimon Whiteson


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

In Defense of the Unitary Scalarization for Deep Multi-Task Learning


Jan 20, 2022
Vitaly Kurin, Alessandro De Palma, Ilya Kostrikov, Shimon Whiteson, M. Pawan Kumar


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

MiniHack the Planet: A Sandbox for Open-Ended Reinforcement Learning Research


Sep 27, 2021
Mikayel Samvelyan, Robert Kirk, Vitaly Kurin, Jack Parker-Holder, Minqi Jiang, Eric Hambro, Fabio Petroni, Heinrich K├╝ttler, Edward Grefenstette, Tim Rockt├Ąschel

* NeurIPS 2021: Datasets and Benchmarks Track 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Snowflake: Scaling GNNs to High-Dimensional Continuous Control via Parameter Freezing


Mar 01, 2021
Charlie Blake, Vitaly Kurin, Maximilian Igl, Shimon Whiteson

* 13 pages, 12 figures, submitted to ICML 2021 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

My Body is a Cage: the Role of Morphology in Graph-Based Incompatible Control


Oct 05, 2020
Vitaly Kurin, Maximilian Igl, Tim Rockt├Ąschel, Wendelin Boehmer, Shimon Whiteson


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Deep Coordination Graphs


Sep 27, 2019
Wendelin B├Âhmer, Vitaly Kurin, Shimon Whiteson

* Submitted to ICLR 2020 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Improving SAT Solver Heuristics with Graph Networks and Reinforcement Learning


Sep 26, 2019
Vitaly Kurin, Saad Godil, Shimon Whiteson, Bryan Catanzaro


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Fast Efficient Hyperparameter Tuning for Policy Gradients


Feb 18, 2019
Supratik Paul, Vitaly Kurin, Shimon Whiteson


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email
1
2
>>