OpenCodePapers

atari-games-on-atari-2600-berzerk

Video GamesAtari Games
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
Click a sortable column header to sort.
PaperCodeScoreModelNameReleaseDate
First return, then explore✓ Link197376Go-Explore2020-04-27
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model✓ Link85932.60MuZero2019-11-19
Agent57: Outperforming the Atari Human Benchmark✓ Link61507.83Agent572020-03-30
Distributed Prioritized Experience Replay✓ Link57196.7Ape-X2018-03-02
Recurrent Experience Replay in Distributed Reinforcement Learning✓ Link53318.7R2D22019-05-01
DNA: Proximal Policy Optimization with a Dual Network Architecture✓ Link19789DNA2022-06-20
Generalized Data Distribution Iteration14649GDI-H32022-06-07
Fully Parameterized Quantile Function for Distributional Reinforcement Learning✓ Link12422.2FQF2019-11-05
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning7607GDI-I32021-06-11
Generalized Data Distribution Iteration7607GDI-I32022-06-07
Dueling Network Architectures for Deep Reinforcement Learning✓ Link3409.0Prior+Duel noop2015-11-20
Distributional Reinforcement Learning with Quantile Regression✓ Link3117QR-DQN-12017-10-27
Online and Offline Reinforcement Learning by Planning with a Learned Model✓ Link2705.82MuZero (Res2 Adam)2021-04-13
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity✓ Link2597.2ASL DDQN2023-05-07
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning2303.1Reactor 500M2017-04-15
Deep Reinforcement Learning with Double Q-learning✓ Link2178.6Prior+Duel hs2015-09-22
Noisy Networks for Exploration✓ Link1896NoisyNet-Dueling2017-06-30
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures✓ Link1852.70IMPALA (deep)2018-02-05
A Distributional Perspective on Reinforcement Learning✓ Link1645.0C51 noop2017-07-21
Dueling Network Architectures for Deep Reinforcement Learning✓ Link1472.6Duel noop2015-11-20
Asynchronous Methods for Deep Reinforcement Learning✓ Link1433.4A3C FF (1 day) hs2016-02-04
Increasing the Action Gap: New Operators for Reinforcement Learning✓ Link1328.25Persistent AL2015-12-15
Prioritized Experience Replay✓ Link1305.6Prior noop2015-11-18
Dueling Network Architectures for Deep Reinforcement Learning✓ Link1225.4DDQN (tuned) noop2015-11-20
Learning values across many orders of magnitude1199.6DDQN+Pop-Art noop2016-02-24
Evolving simple programs for playing Atari games✓ Link1138CGP2018-06-14
Implicit Quantile Networks for Distributional Reinforcement Learning✓ Link1053IQN2018-06-14
Deep Reinforcement Learning with Double Q-learning✓ Link1011.1DDQN (tuned) hs2015-09-22
Dueling Network Architectures for Deep Reinforcement Learning✓ Link910.6Duel hs2015-11-20
Prioritized Experience Replay✓ Link865.9Prior hs2015-11-18
Asynchronous Methods for Deep Reinforcement Learning✓ Link862.2A3C LSTM hs2016-02-04
Asynchronous Methods for Deep Reinforcement Learning✓ Link817.9A3C FF hs2016-02-04
Mastering Atari with Discrete World Models✓ Link810DreamerV22020-10-05
Increasing the Action Gap: New Operators for Reinforcement Learning✓ Link747.26Advantage Learning2015-12-15
Evolution Strategies as a Scalable Alternative to Reinforcement Learning✓ Link686.0ES FF (1 hour) noop2017-03-10
The Arcade Learning Environment: An Evaluation Platform for General Agents✓ Link670Best Baseline2012-07-19
Deep Reinforcement Learning with Double Q-learning✓ Link585.6DQN noop2015-09-22
The Arcade Learning Environment: An Evaluation Platform for General Agents✓ Link501.3Best Learner2012-07-19
Deep Reinforcement Learning with Double Q-learning✓ Link493.4DQN hs2015-09-22
Check out how to contribute new results.