Agent57: Outperforming the Atari Human Benchmark | ✓ Link | 29660.08 | Agent57 | 2020-03-30 |
Recurrent Experience Replay in Distributed Reinforcement Learning | ✓ Link | 29321.4 | R2D2 | 2019-05-01 |
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model | ✓ Link | 28634.39 | MuZero | 2019-11-19 |
Distributed Prioritized Experience Replay | ✓ Link | 8659.2 | Ape-X | 2018-03-02 |
Noisy Networks for Exploration | ✓ Link | 3537 | NoisyNet-Dueling | 2017-06-30 |
Fully Parameterized Quantile Function for Distributional Reinforcement Learning | ✓ Link | 3165.3 | FQF | 2019-11-05 |
Implicit Quantile Networks for Distributional Reinforcement Learning | ✓ Link | 2946 | IQN | 2018-06-14 |
Mastering Atari with Discrete World Models | ✓ Link | 2577 | DreamerV2 | 2020-10-05 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 2354.5 | Duel noop | 2015-11-20 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 2296.8 | Prior+Duel noop | 2015-11-20 |
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity | ✓ Link | 2232.3 | ASL DDQN | 2023-05-07 |
Prioritized Experience Replay | ✓ Link | 1838.9 | Prior noop | 2015-11-18 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 1793.3 | DDQN (tuned) noop | 2015-11-20 |
A Distributional Perspective on Reinforcement Learning | ✓ Link | 1735.0 | C51 noop | 2017-07-21 |
Distributional Reinforcement Learning with Quantile Regression | ✓ Link | 1641 | QR-DQN-1 | 2017-10-27 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | 1557.43 | Advantage Learning | 2015-12-15 |
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures | ✓ Link | 1554.79 | IMPALA (deep) | 2018-02-05 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | 1451.65 | Persistent AL | 2015-12-15 |
Generalized Data Distribution Iteration | | 1442 | GDI-I3 | 2022-06-07 |
Self-Imitation Learning | ✓ Link | 1362 | A2C + SIL | 2018-06-14 |
Deep Exploration via Bootstrapped DQN | ✓ Link | 1272.5 | Bootstrapped DQN | 2016-02-15 |
Online and Offline Reinforcement Learning by Planning with a Learned Model | ✓ Link | 1197.38 | MuZero (Res2 Adam) | 2021-04-13 |
Generalized Data Distribution Iteration | | 1065 | GDI-H3 | 2022-06-07 |
DNA: Proximal Policy Optimization with a Dual Network Architecture | ✓ Link | 1025 | DNA | 2022-06-20 |
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning | | 1015.8 | Reactor 500M | 2017-04-15 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 978.0 | DQN noop | 2015-09-22 |
Learning values across many orders of magnitude | | 782.5 | DDQN+Pop-Art noop | 2016-02-24 |
Human level control through deep reinforcement learning | ✓ Link | 739.5 | Nature DQN | 2015-02-25 |
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization | ✓ Link | 729.15 | POP3D | 2018-07-02 |
Value Prediction Network | ✓ Link | 641 | VPN | 2017-07-11 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 283.9 | A3C FF (1 day) hs | 2016-02-04 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 263.9 | A3C FF hs | 2016-02-04 |
Improving Computational Efficiency in Visual Reinforcement Learning via Stored Embeddings | ✓ Link | 250.5 | Rainbow+SEER | 2021-03-04 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 238.4 | Prior+Duel hs | 2015-09-22 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 238.4 | Prior+Duel hs | 2015-11-20 |
CURL: Contrastive Unsupervised Representations for Reinforcement Learning | ✓ Link | 232.3 | CURL | 2020-04-08 |
Evolving simple programs for playing Atari games | ✓ Link | 199 | CGP | 2018-06-14 |
Massively Parallel Methods for Deep Reinforcement Learning | ✓ Link | 189.2 | Gorila | 2015-07-15 |
[]() | | 183.6 | SARSA | |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 180.3 | UCT | 2012-07-19 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 178.4 | DQN hs | 2015-09-22 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 173.0 | A3C LSTM hs | 2016-02-04 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 172.7 | Duel hs | 2015-11-20 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 169.1 | DDQN (tuned) hs | 2015-09-22 |
Prioritized Experience Replay | ✓ Link | 129.1 | Prior hs | 2015-11-18 |
Evolution Strategies as a Scalable Alternative to Reinforcement Learning | ✓ Link | 112.0 | ES FF (1 hour) noop | 2017-03-10 |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 103.4 | Best Learner | 2012-07-19 |
Soft Actor-Critic for Discrete Action Settings | ✓ Link | 7.9 | SAC | 2019-10-16 |