Agent57: Outperforming the Atari Human Benchmark | ✓ Link | 24034.16 | Agent57 | 2020-03-30 |
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model | ✓ Link | 16763.60 | MuZero | 2019-11-19 |
Prioritized Experience Replay | ✓ Link | 16200.0 | Prior noop | 2015-11-18 |
Implicit Quantile Networks for Distributional Reinforcement Learning | ✓ Link | 15487 | IQN | 2018-06-14 |
Distributional Reinforcement Learning with Quantile Regression | ✓ Link | 15356 | QR-DQN-1 | 2017-10-27 |
Noisy Networks for Exploration | ✓ Link | 15227 | NoisyNet-Dueling | 2017-06-30 |
Deep Exploration via Bootstrapped DQN | ✓ Link | 14862.5 | Bootstrapped DQN | 2016-02-15 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 14854.0 | Duel noop | 2015-11-20 |
Generalized Data Distribution Iteration | | 14636 | GDI-H3 | 2022-06-07 |
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning | | 14500 | GDI-I3 | 2021-06-11 |
Generalized Data Distribution Iteration | | 14500 | GDI-I3 | 2022-06-07 |
DNA: Proximal Policy Optimization with a Dual Network Architecture | ✓ Link | 14373 | DNA | 2022-06-20 |
Recurrent Experience Replay in Distributed Reinforcement Learning | ✓ Link | 14130.7 | R2D2 | 2019-05-01 |
Mastering Atari with Discrete World Models | ✓ Link | 14064 | DreamerV2 | 2020-10-05 |
Online and Offline Reinforcement Learning by Planning with a Learned Model | ✓ Link | 13838 | MuZero (Res2 Adam) | 2021-04-13 |
Learning values across many orders of magnitude | | 13150.0 | DDQN+Pop-Art noop | 2016-02-24 |
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity | ✓ Link | 13027 | ASL DDQN | 2023-05-07 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 12992.0 | DDQN (tuned) noop | 2015-11-20 |
A Distributional Perspective on Reinforcement Learning | ✓ Link | 12853.0 | C51 noop | 2017-07-21 |
Prioritized Experience Replay | ✓ Link | 12185.0 | Prior hs | 2015-11-18 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | 11478.46 | Persistent AL | 2015-12-15 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 11204.0 | DDQN (tuned) hs | 2015-09-22 |
Evolution Strategies as a Scalable Alternative to Reinforcement Learning | ✓ Link | 11200.0 | ES FF (1 hour) noop | 2017-03-10 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | 10809.16 | Advantage Learning | 2015-12-15 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 10334.0 | Duel hs | 2015-11-20 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 7259.0 | DQN noop | 2015-09-22 |
Human level control through deep reinforcement learning | ✓ Link | 6740.0 | Nature DQN | 2015-02-25 |
Adaptive Rational Activations to Boost Deep Reinforcement Learning | ✓ Link | 5266 | Recurrent Rational DQN Average | 2021-02-18 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 4496.0 | DQN hs | 2015-09-22 |
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization | ✓ Link | 3891.67 | POP3D | 2018-07-02 |
Adaptive Rational Activations to Boost Deep Reinforcement Learning | ✓ Link | 2941 | Rational DQN Average | 2021-02-18 |
Self-Imitation Learning | ✓ Link | 2888.3 | A2C + SIL | 2018-06-14 |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 1990 | UCT | 2012-07-19 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 1792.0 | Prior+Duel noop | 2015-11-20 |
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures | ✓ Link | 1632.00 | IMPALA (deep) | 2018-02-05 |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 1622.1 | Best Learner | 2012-07-19 |
Massively Parallel Methods for Deep Reinforcement Learning | ✓ Link | 1431.0 | Gorila | 2015-07-15 |
Distributed Prioritized Experience Replay | ✓ Link | 1416 | Ape-X | 2018-03-02 |
Evolving simple programs for playing Atari games | ✓ Link | 1400 | CGP | 2018-06-14 |
Playing Atari with Six Neurons | ✓ Link | 1200 | IDVQ + DRSC + XNES | 2018-06-04 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 861.0 | Prior+Duel hs | 2015-09-22 |
CURL: Contrastive Unsupervised Representations for Reinforcement Learning | ✓ Link | 345.3 | CURL | 2020-04-08 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 125.0 | A3C LSTM hs | 2016-02-04 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 106.0 | A3C FF (1 day) hs | 2016-02-04 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 94.0 | A3C FF hs | 2016-02-04 |
Soft Actor-Critic for Discrete Action Settings | ✓ Link | 29.3 | SAC | 2019-10-16 |
[]() | | 8.8 | SARSA | |