OpenCodePapers

atari-games-on-atari-2600-qbert

Video GamesAtari Games
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PaperCodeScoreBest ScoreReturnModelNameReleaseDate
Agent57: Outperforming the Atari Human Benchmark✓ Link580328.14Agent572020-03-30
Distributional Reinforcement Learning with Quantile Regression✓ Link572510QR-DQN-12017-10-27
Recurrent Experience Replay in Distributed Reinforcement Learning✓ Link408850.0R2D22019-05-01
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures✓ Link351200.12IMPALA (deep)2018-02-05
Distributed Prioritized Experience Replay✓ Link302391.3Ape-X2018-03-02
Self-Imitation Learning✓ Link104975.6A2C + SIL2018-06-14
Online and Offline Reinforcement Learning by Planning with a Learned Model✓ Link94906.25MuZero (Res2 Adam)2021-04-13
Mastering Atari with Discrete World Models✓ Link94688DreamerV22020-10-05
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model✓ Link72276.00MuZero2019-11-19
DNA: Proximal Policy Optimization with a Dual Network Architecture✓ Link52398DNA2022-06-20
Generalized Data Distribution Iteration28657GDI-H3(200M frames)2022-06-07
Generalized Data Distribution Iteration28657GDI-H32022-06-07
Generalized Data Distribution Iteration27800GDI-I32022-06-07
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning27800GDI-I32021-06-11
Noisy Networks for Exploration✓ Link27121NoisyNet-Dueling2017-06-30
Implicit Quantile Networks for Distributional Reinforcement Learning✓ Link25750IQN2018-06-14
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity✓ Link24548.8ASL DDQN2023-05-07
A Distributional Perspective on Reinforcement Learning✓ Link23784C51 noop2017-07-21
Asynchronous Methods for Deep Reinforcement Learning✓ Link21307.5A3C LSTM hs2016-02-04
Dueling Network Architectures for Deep Reinforcement Learning✓ Link19220.3Duel noop2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning✓ Link18760.3Prior+Duel noop2015-11-20
The Arcade Learning Environment: An Evaluation Platform for General Agents✓ Link17343.4UCT2012-07-19
Prioritized Experience Replay✓ Link16256.5Prior noop2015-11-18
Incentivizing Exploration In Reinforcement Learning With Deep Predictive Models✓ Link15805MP-EB2015-07-03
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization✓ Link15396.67POP3D2018-07-02
Asynchronous Methods for Deep Reinforcement Learning✓ Link15148.8A3C FF hs2016-02-04
Deep Exploration via Bootstrapped DQN✓ Link15092.7Bootstrapped DQN2016-02-15
Dueling Network Architectures for Deep Reinforcement Learning✓ Link15088.5DDQN (tuned) noop2015-11-20
Value Prediction Network✓ Link14517VPN2017-07-11
Adaptive Rational Activations to Boost Deep Reinforcement Learning✓ Link14436Rational DQN Average2021-02-18
Increasing the Action Gap: New Operators for Reinforcement Learning✓ Link14368.03Advantage Learning2015-12-15
Dueling Network Architectures for Deep Reinforcement Learning✓ Link14175.8Duel hs2015-11-20
Model-Free Episodic Control with State Aggregation1413519750MFEC2020-08-21
Adaptive Rational Activations to Boost Deep Reinforcement Learning✓ Link14080Recurrent Rational DQN Average2021-02-18
Deep Reinforcement Learning with Double Q-learning✓ Link14063.0Prior+Duel hs2015-09-22
Asynchronous Methods for Deep Reinforcement Learning✓ Link13752.3A3C FF (1 day) hs2016-02-04
Deep Reinforcement Learning with Double Q-learning✓ Link13117.3DQN noop2015-09-22
Deep Reinforcement Learning with Double Q-learning✓ Link11020.8DDQN (tuned) hs2015-09-22
Human level control through deep reinforcement learning✓ Link10596Nature DQN2015-02-25
Prioritized Experience Replay✓ Link9944Prior hs2015-11-18
Deep Reinforcement Learning with Double Q-learning✓ Link9271.5DQN hs2015-09-22
Massively Parallel Methods for Deep Reinforcement Learning✓ Link7089.8Gorila2015-07-15
Learning values across many orders of magnitude5236.8DDQN+Pop-Art noop2016-02-24
Playing Atari with Deep Reinforcement Learning✓ Link4500DQN Best2013-12-19
Improving Computational Efficiency in Visual Reinforcement Learning via Stored Embeddings✓ Link4123.5Qbert Rainbow+SEER2021-03-04
Count-Based Exploration in Feature Space for Reinforcement Learning✓ Link4111.8Sarsa-φ-EB2017-06-25
Count-Based Exploration in Feature Space for Reinforcement Learning✓ Link3895.3Sarsa-ε2017-06-25
Playing Atari with Six Neurons✓ Link1250IDVQ + DRSC + XNES2018-06-04
CURL: Contrastive Unsupervised Representations for Reinforcement Learning✓ Link1225.6CURL2020-04-08
[]()960.3SARSA
Evolving simple programs for playing Atari games✓ Link770CGP2018-06-14
The Arcade Learning Environment: An Evaluation Platform for General Agents✓ Link613.5Best Learner2012-07-19
Soft Actor-Critic for Discrete Action Settings✓ Link280.5SAC2019-10-16
Mean Actor Critic✓ Link243.4MAC2017-09-01
Evolution Strategies as a Scalable Alternative to Reinforcement Learning✓ Link147.5ES FF (1 hour) noop2017-03-10
Decision Transformer: Reinforcement Learning via Sequence Modeling✓ Link25.1DT2021-06-02
IQ-Learn: Inverse soft-Q Learning for Imitation✓ Link12940IQ-Learn2021-06-23
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