Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model | ✓ Link | 323417.18 | | MuZero | 2019-11-19 |
Online and Offline Reinforcement Learning by Planning with a Learned Model | ✓ Link | 171673.78 | | MuZero (Res2 Adam) | 2021-04-13 |
Distributed Prioritized Experience Replay | ✓ Link | 63864.4 | | Ape-X | 2018-03-02 |
Agent57: Outperforming the Atari Human Benchmark | ✓ Link | 63318.67 | | Agent57 | 2020-03-30 |
Recurrent Experience Replay in Distributed Reinforcement Learning | ✓ Link | 45632.1 | | R2D2 | 2019-05-01 |
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures | ✓ Link | 29608.05 | | IMPALA (deep) | 2018-02-05 |
Generalized Data Distribution Iteration | | 28349 | | GDI-H3 | 2022-06-07 |
Generalized Data Distribution Iteration | | 28075 | | GDI-I3 | 2022-06-07 |
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity | ✓ Link | 24445 | | ASL DDQN | 2023-05-07 |
Fully Parameterized Quantile Function for Distributional Reinforcement Learning | ✓ Link | 23560.7 | | FQF | 2019-11-05 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 21162.6 | | Duel noop | 2015-11-20 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 20607.6 | | Prior+Duel noop | 2015-11-20 |
Implicit Quantile Networks for Distributional Reinforcement Learning | ✓ Link | 17765 | | IQN | 2018-06-14 |
Distributional Reinforcement Learning with Quantile Regression | ✓ Link | 17571 | | QR-DQN-1 | 2017-10-27 |
A Distributional Perspective on Reinforcement Learning | ✓ Link | 17322.0 | | C51 noop | 2017-07-21 |
DNA: Proximal Policy Optimization with a Dual Network Architecture | ✓ Link | 16789 | | DNA | 2022-06-20 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 16569.4 | | Duel hs | 2015-11-20 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 16496.8 | | Prior+Duel hs | 2015-09-22 |
Mastering Atari with Discrete World Models | ✓ Link | 16351 | | DreamerV2 | 2020-10-05 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 14884.5 | | DDQN (tuned) noop | 2015-11-20 |
Prioritized Experience Replay | ✓ Link | 14522.3 | | Prior noop | 2015-11-18 |
Self-Imitation Learning | ✓ Link | 14306.1 | | A2C + SIL | 2018-06-14 |
Deep Exploration via Bootstrapped DQN | ✓ Link | 12845 | | Bootstrapped DQN | 2016-02-15 |
Learning values across many orders of magnitude | | 12530.8 | | DDQN+Pop-Art noop | 2016-02-24 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 12201.8 | | A3C FF hs | 2016-02-04 |
Prioritized Experience Replay | ✓ Link | 11807.2 | | Prior hs | 2015-11-18 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 10838.4 | | DDQN (tuned) hs | 2015-09-22 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | 10585.12 | | Advantage Learning | 2015-12-15 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 10001.2 | | A3C FF (1 day) hs | 2016-02-04 |
Human level control through deep reinforcement learning | ✓ Link | 8316.0 | | Nature DQN | 2015-02-25 |
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization | ✓ Link | 8052.23 | | POP3D | 2018-07-02 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 7377.6 | | DQN noop | 2015-09-22 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 6591.9 | | A3C LSTM hs | 2016-02-04 |
Massively Parallel Methods for Deep Reinforcement Learning | ✓ Link | 5310.3 | | Gorila | 2015-07-15 |
Evolution Strategies as a Scalable Alternative to Reinforcement Learning | ✓ Link | 5009.0 | | ES FF (1 hour) noop | 2017-03-10 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 4748.5 | | DQN hs | 2015-09-22 |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 4449 | | UCT | 2012-07-19 |
Model-Free Episodic Control with State Aggregation | | 3868 | 5080 | MFEC | 2020-08-21 |
Evolving simple programs for playing Atari games | ✓ Link | 2914 | | CGP | 2018-06-14 |
[]() | | 2650.0 | | SARSA | |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 1904.3 | | Best Learner | 2012-07-19 |