OpenCodePapers

atari-games-on-atari-2600-space-invaders

Video GamesAtari Games
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PaperCodeScoreBest ScoreReturnModelNameReleaseDate
Generalized Data Distribution Iteration154380GDI-H3(200M frames)2022-06-07
Generalized Data Distribution Iteration154380GDI-H32022-06-07
Generalized Data Distribution Iteration140460GDI-I32022-06-07
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning140460GDI-I32021-06-11
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model✓ Link74335.30MuZero2019-11-19
Distributed Prioritized Experience Replay✓ Link54681Ape-X2018-03-02
Agent57: Outperforming the Atari Human Benchmark✓ Link48680.86Agent572020-03-30
Fully Parameterized Quantile Function for Distributional Reinforcement Learning✓ Link46498.3FQF2019-11-05
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures✓ Link43595.78IMPALA (deep)2018-02-05
Recurrent Experience Replay in Distributed Reinforcement Learning✓ Link43223.4R2D22019-05-01
Implicit Quantile Networks for Distributional Reinforcement Learning✓ Link28888IQN2018-06-14
Asynchronous Methods for Deep Reinforcement Learning✓ Link23846.0A3C LSTM hs2016-02-04
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity✓ Link21602ASL DDQN2023-05-07
Distributional Reinforcement Learning with Quantile Regression✓ Link20972QR-DQN-12017-10-27
Asynchronous Methods for Deep Reinforcement Learning✓ Link15730.5A3C FF hs2016-02-04
Dueling Network Architectures for Deep Reinforcement Learning✓ Link15311.5Prior+Duel noop2015-11-20
Rainbow: Combining Improvements in Deep Reinforcement Learning✓ Link12629.0Rainbow2017-10-06
Deep Reinforcement Learning with Double Q-learning✓ Link8978.0Prior+Duel hs2015-09-22
Dueling Network Architectures for Deep Reinforcement Learning✓ Link6427.3Duel noop2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning✓ Link5993.1Duel hs2015-11-20
Noisy Networks for Exploration✓ Link5909NoisyNet-Dueling2017-06-30
A Distributional Perspective on Reinforcement Learning✓ Link5747.0C51 noop2017-07-21
Prioritized Experience Replay✓ Link3912.1Prior hs2015-11-18
Online and Offline Reinforcement Learning by Planning with a Learned Model✓ Link3645.63MuZero (Res2 Adam)2021-04-13
Increasing the Action Gap: New Operators for Reinforcement Learning✓ Link3460.79Advantage Learning2015-12-15
Increasing the Action Gap: New Operators for Reinforcement Learning✓ Link3277.59Persistent AL2015-12-15
Self-Imitation Learning✓ Link2951.7A2C + SIL2018-06-14
Deep Exploration via Bootstrapped DQN✓ Link2893Bootstrapped DQN2016-02-15
Prioritized Experience Replay✓ Link2865.8Prior noop2015-11-18
DNA: Proximal Policy Optimization with a Dual Network Architecture✓ Link2731DNA2022-06-20
The Arcade Learning Environment: An Evaluation Platform for General Agents✓ Link2718UCT2012-07-19
Deep Reinforcement Learning with Double Q-learning✓ Link2628.7DDQN (tuned) hs2015-09-22
Learning values across many orders of magnitude2589.7DDQN+Pop-Art noop2016-02-24
Dueling Network Architectures for Deep Reinforcement Learning✓ Link2525.5DDQN (tuned) noop2015-11-20
Mastering Atari with Discrete World Models✓ Link2474DreamerV22020-10-05
Asynchronous Methods for Deep Reinforcement Learning✓ Link2214.7A3C FF (1 day) hs2016-02-04
Model-Free Episodic Control with State Aggregation19902490MFEC2020-08-21
Human level control through deep reinforcement learning✓ Link1976.0Nature DQN2015-02-25
Deep Reinforcement Learning with Double Q-learning✓ Link1692.3DQN noop2015-09-22
Adaptive Rational Activations to Boost Deep Reinforcement Learning✓ Link1395Recurrent Rational DQN Average2021-02-18
Deep Reinforcement Learning with Double Q-learning✓ Link1293.8DQN hs2015-09-22
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization✓ Link1216.15POP3D2018-07-02
Massively Parallel Methods for Deep Reinforcement Learning✓ Link1183.3Gorila2015-07-15
Mean Actor Critic✓ Link1173.1MAC2017-09-01
Playing Atari with Deep Reinforcement Learning✓ Link1075DQN Best2013-12-19
Evolving simple programs for playing Atari games✓ Link1001CGP2018-06-14
Playing Atari with Six Neurons✓ Link830IDVQ + DRSC + XNES2018-06-04
Evolution Strategies as a Scalable Alternative to Reinforcement Learning✓ Link678.5ES FF (1 hour) noop2017-03-10
Distributed Deep Reinforcement Learning: Learn how to play Atari games in 21 minutes✓ Link650DDRL A3C2018-01-09
Deep Attention Recurrent Q-Network✓ Link650DARQN soft2015-12-05
Adaptive Rational Activations to Boost Deep Reinforcement Learning✓ Link650Rational DQN Average2021-02-18
[]()267.9SARSA
The Arcade Learning Environment: An Evaluation Platform for General Agents✓ Link250.1Best Learner2012-07-19
Soft Actor-Critic for Discrete Action Settings✓ Link160.8SAC2019-10-16
IQ-Learn: Inverse soft-Q Learning for Imitation✓ Link507IQ-Learn2021-06-23
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