OpenCodePapers

atari-games-on-atari-2600-robotank

Atari Games
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PaperCodeScoreModelNameReleaseDate
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model✓ Link131.13MuZero2019-11-19
Agent57: Outperforming the Atari Human Benchmark✓ Link127.32Agent572020-03-30
Generalized Data Distribution Iteration113.4GDI-H32022-06-07
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning108.2GDI-I32021-06-11
Generalized Data Distribution Iteration108.2GDI-I32022-06-07
Online and Offline Reinforcement Learning by Planning with a Learned Model✓ Link100.59MuZero (Res2 Adam)2021-04-13
Recurrent Experience Replay in Distributed Reinforcement Learning✓ Link100.4R2D22019-05-01
Mastering Atari with Discrete World Models✓ Link78DreamerV22020-10-05
Fully Parameterized Quantile Function for Distributional Reinforcement Learning✓ Link75.7FQF2019-11-05
Distributed Prioritized Experience Replay✓ Link73.8Ape-X2018-03-02
Increasing the Action Gap: New Operators for Reinforcement Learning✓ Link69.31Advantage Learning2015-12-15
Deep Exploration via Bootstrapped DQN✓ Link66.6Bootstrapped DQN2016-02-15
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity✓ Link65.8ASL DDQN2023-05-07
Dueling Network Architectures for Deep Reinforcement Learning✓ Link65.3Duel noop2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning✓ Link65.1DDQN (tuned) noop2015-11-20
DNA: Proximal Policy Optimization with a Dual Network Architecture✓ Link64.8DNA2022-06-20
Learning values across many orders of magnitude64.3DDQN+Pop-Art noop2016-02-24
Noisy Networks for Exploration✓ Link64NoisyNet-Dueling2017-06-30
Deep Reinforcement Learning with Double Q-learning✓ Link63.9DQN noop2015-09-22
Prioritized Experience Replay✓ Link62.6Prior noop2015-11-18
Implicit Quantile Networks for Distributional Reinforcement Learning✓ Link62.5IQN2018-06-14
Dueling Network Architectures for Deep Reinforcement Learning✓ Link62.0Duel hs2015-11-20
Massively Parallel Methods for Deep Reinforcement Learning✓ Link61.8Gorila2015-07-15
Distributional Reinforcement Learning with Quantile Regression✓ Link59.4QR-DQN-12017-10-27
Deep Reinforcement Learning with Double Q-learning✓ Link59.1DDQN (tuned) hs2015-09-22
Deep Reinforcement Learning with Double Q-learning✓ Link58.7DQN hs2015-09-22
Prioritized Experience Replay✓ Link56.2Prior hs2015-11-18
A Distributional Perspective on Reinforcement Learning✓ Link52.3C51 noop2017-07-21
Human level control through deep reinforcement learning✓ Link51.6Nature DQN2015-02-25
The Arcade Learning Environment: An Evaluation Platform for General Agents✓ Link50.4UCT2012-07-19
Asynchronous Methods for Deep Reinforcement Learning✓ Link32.8A3C FF hs2016-02-04
The Arcade Learning Environment: An Evaluation Platform for General Agents✓ Link28.7Best Learner2012-07-19
Dueling Network Architectures for Deep Reinforcement Learning✓ Link27.5Prior+Duel noop2015-11-20
Deep Reinforcement Learning with Double Q-learning✓ Link24.7Prior+Duel hs2015-09-22
Evolving simple programs for playing Atari games✓ Link24.2CGP2018-06-14
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures✓ Link12.96IMPALA (deep)2018-02-05
12.4SARSA
Evolution Strategies as a Scalable Alternative to Reinforcement Learning✓ Link11.9ES FF (1 hour) noop2017-03-10
Self-Imitation Learning✓ Link10.5A2C + SIL2018-06-14
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization✓ Link4.6POP3D2018-07-02
Asynchronous Methods for Deep Reinforcement Learning✓ Link2.6A3C LSTM hs2016-02-04
Asynchronous Methods for Deep Reinforcement Learning✓ Link2.3A3C FF (1 day) hs2016-02-04
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