OpenCodePapers

atari-games-on-atari-2600-beam-rider

Atari Games
Dataset Link
Results over time
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Leaderboard
PaperCodeScoreReturnModelNameReleaseDate
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model✓ Link454993.53MuZero2019-11-19
Generalized Data Distribution Iteration422890GDI-H32022-06-07
Online and Offline Reinforcement Learning by Planning with a Learned Model✓ Link333077.44MuZero (Res2 Adam)2021-04-13
Agent57: Outperforming the Atari Human Benchmark✓ Link300509.8Agent572020-03-30
Recurrent Experience Replay in Distributed Reinforcement Learning✓ Link188257.4R2D22019-05-01
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning162100GDI-I32021-06-11
Generalized Data Distribution Iteration162100GDI-I32022-06-07
Distributed Prioritized Experience Replay✓ Link63305.2Ape-X2018-03-02
Implicit Quantile Networks for Distributional Reinforcement Learning✓ Link42776IQN2018-06-14
Deep Reinforcement Learning with Double Q-learning✓ Link37412.2Prior+Duel hs2015-09-22
Distributional Reinforcement Learning with Quantile Regression✓ Link34821QR-DQN-12017-10-27
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures✓ Link32463.47IMPALA (deep)2018-02-05
Prioritized Experience Replay✓ Link31181.3Prior hs2015-11-18
Dueling Network Architectures for Deep Reinforcement Learning✓ Link30276.5Prior+Duel noop2015-11-20
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity✓ Link26841.6ASL DDQN2023-05-07
Asynchronous Methods for Deep Reinforcement Learning✓ Link24622.2A3C LSTM hs2016-02-04
Deep Exploration via Bootstrapped DQN✓ Link23429.8Bootstrapped DQN2016-02-15
Prioritized Experience Replay✓ Link23384.2Prior noop2015-11-18
Noisy Networks for Exploration✓ Link23134NoisyNet-Dueling2017-06-30
Asynchronous Methods for Deep Reinforcement Learning✓ Link22707.9A3C FF hs2016-02-04
DNA: Proximal Policy Optimization with a Dual Network Architecture✓ Link20393DNA2022-06-20
Mastering Atari with Discrete World Models✓ Link18646DreamerV22020-10-05
Deep Reinforcement Learning with Double Q-learning✓ Link17417.2DDQN (tuned) hs2015-09-22
Distributed Deep Reinforcement Learning: Learn how to play Atari games in 21 minutes✓ Link14900DDRL A3C2018-01-09
Dueling Network Architectures for Deep Reinforcement Learning✓ Link14591.3Duel hs2015-11-20
A Distributional Perspective on Reinforcement Learning✓ Link14074.0C51 noop2017-07-21
Dueling Network Architectures for Deep Reinforcement Learning✓ Link13772.8DDQN (tuned) noop2015-11-20
Asynchronous Methods for Deep Reinforcement Learning✓ Link13235.9A3C FF (1 day) hs2016-02-04
Increasing the Action Gap: New Operators for Reinforcement Learning✓ Link13145.34Persistent AL2015-12-15
Dueling Network Architectures for Deep Reinforcement Learning✓ Link12164.0Duel noop2015-11-20
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning11033.4Reactor 500M2017-04-15
Increasing the Action Gap: New Operators for Reinforcement Learning✓ Link10054.58Advantage Learning2015-12-15
Deep Reinforcement Learning with Double Q-learning✓ Link9743.2DQN hs2015-09-22
Deep Reinforcement Learning with Double Q-learning✓ Link8627.5DQN noop2015-09-22
Learning values across many orders of magnitude8299.4DDQN+Pop-Art noop2016-02-24
Human level control through deep reinforcement learning✓ Link6846.0Nature DQN2015-02-25
The Arcade Learning Environment: An Evaluation Platform for General Agents✓ Link6624.6UCT2012-07-19
Mean Actor Critic✓ Link6072MAC2017-09-01
Recurrent Independent Mechanisms✓ Link5320RIMs-PPO2019-09-24
Playing Atari with Deep Reinforcement Learning✓ Link5184DQN Best2013-12-19
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization✓ Link4549POP3D2018-07-02
Massively Parallel Methods for Deep Reinforcement Learning✓ Link3822.1Gorila2015-07-15
Self-Imitation Learning✓ Link2366.2A2C + SIL2018-06-14
1743.0SARSA
Evolving simple programs for playing Atari games✓ Link1341.6CGP2018-06-14
The Arcade Learning Environment: An Evaluation Platform for General Agents✓ Link929.4Best Learner2012-07-19
Evolution Strategies as a Scalable Alternative to Reinforcement Learning✓ Link744.0ES FF (1 hour) noop2017-03-10
Soft Actor-Critic for Discrete Action Settings✓ Link432.1SAC2019-10-16
IQ-Learn: Inverse soft-Q Learning for Imitation✓ Link3025IQ-Learn2021-06-23