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atari-games-on-atari-2600-hero

Video GamesAtari Games
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PaperCodeScoreBest ScoreModelNameReleaseDate
Agent57: Outperforming the Atari Human Benchmark✓ Link114736.26Agent572020-03-30
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model✓ Link49244.11MuZero2019-11-19
Recurrent Experience Replay in Distributed Reinforcement Learning✓ Link39537.1R2D22019-05-01
A Distributional Perspective on Reinforcement Learning✓ Link38874C51 noop2017-07-21
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning38330GDI-I32021-06-11
Generalized Data Distribution Iteration38330GDI-I32022-06-07
Generalized Data Distribution Iteration38225GDI-H32022-06-07
Online and Offline Reinforcement Learning by Planning with a Learned Model✓ Link37234.31MuZero (Res2 Adam)2021-04-13
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures✓ Link33730.55IMPALA (deep)2018-02-05
Self-Imitation Learning✓ Link33156.7A2C + SIL2018-06-14
Asynchronous Methods for Deep Reinforcement Learning✓ Link32464.1A3C FF hs2016-02-04
Distributed Prioritized Experience Replay✓ Link31655.9Ape-X2018-03-02
Noisy Networks for Exploration✓ Link31533NoisyNet-Dueling2017-06-30
Fully Parameterized Quantile Function for Distributional Reinforcement Learning✓ Link30926.2FQF2019-11-05
Asynchronous Methods for Deep Reinforcement Learning✓ Link28889.5A3C LSTM hs2016-02-04
Asynchronous Methods for Deep Reinforcement Learning✓ Link28765.8A3C FF (1 day) hs2016-02-04
Implicit Quantile Networks for Distributional Reinforcement Learning✓ Link28386IQN2018-06-14
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity✓ Link26578.5ASL DDQN2023-05-07
DNA: Proximal Policy Optimization with a Dual Network Architecture✓ Link24904DNA2022-06-20
Increasing the Action Gap: New Operators for Reinforcement Learning✓ Link24788.86Advantage Learning2015-12-15
Increasing the Action Gap: New Operators for Reinforcement Learning✓ Link24175.79Persistent AL2015-12-15
Prioritized Experience Replay✓ Link23037.7Prior noop2015-11-18
Mastering Atari with Discrete World Models✓ Link21868DreamerV22020-10-05
Distributional Reinforcement Learning with Quantile Regression✓ Link21395QR-DQN-12017-10-27
Dueling Network Architectures for Deep Reinforcement Learning✓ Link21036.5Prior+Duel noop2015-11-20
Deep Exploration via Bootstrapped DQN✓ Link21021.3Bootstrapped DQN2016-02-15
Prioritized Experience Replay✓ Link20889.9Prior hs2015-11-18
Dueling Network Architectures for Deep Reinforcement Learning✓ Link20818.2Duel noop2015-11-20
Deep Reinforcement Learning with Double Q-learning✓ Link20437.8DQN noop2015-09-22
Dueling Network Architectures for Deep Reinforcement Learning✓ Link20130.2DDQN (tuned) noop2015-11-20
Human level control through deep reinforcement learning✓ Link19950Nature DQN2015-02-25
Deep Reinforcement Learning with Double Q-learning✓ Link15459.2Prior+Duel hs2015-09-22
Dueling Network Architectures for Deep Reinforcement Learning✓ Link15207.9Duel hs2015-11-20
Deep Reinforcement Learning with Double Q-learning✓ Link14992.9DQN hs2015-09-22
Deep Reinforcement Learning with Double Q-learning✓ Link14892.5DDQN (tuned) hs2015-09-22
Learning values across many orders of magnitude14225.2DDQN+Pop-Art noop2016-02-24
The Arcade Learning Environment: An Evaluation Platform for General Agents✓ Link12859.5UCT2012-07-19
Model-Free Episodic Control with State Aggregation1173213190MFEC2020-08-21
Massively Parallel Methods for Deep Reinforcement Learning✓ Link8963.4Gorila2015-07-15
[]()7295SARSA
The Arcade Learning Environment: An Evaluation Platform for General Agents✓ Link6459Best linear2012-07-19
The Arcade Learning Environment: An Evaluation Platform for General Agents✓ Link6458.8Best Learner2012-07-19
CURL: Contrastive Unsupervised Representations for Reinforcement Learning✓ Link6235.1CURL2020-04-08
Evolving simple programs for playing Atari games✓ Link2974CGP2018-06-14
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