Generalized Data Distribution Iteration | | 620780 | | GDI-H3 | 2022-06-07 |
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning | | 594500 | | GDI-I3 | 2021-06-11 |
Generalized Data Distribution Iteration | | 594500 | | GDI-I3 | 2022-06-07 |
Agent57: Outperforming the Atari Human Benchmark | ✓ Link | 135784.96 | | Agent57 | 2020-03-30 |
Fully Parameterized Quantile Function for Distributional Reinforcement Learning | ✓ Link | 87291.7 | | FQF | 2019-11-05 |
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model | ✓ Link | 41063.25 | | MuZero | 2019-11-19 |
Mastering Atari with Discrete World Models | ✓ Link | 40445 | | DreamerV2 | 2020-10-05 |
Implicit Quantile Networks for Distributional Reinforcement Learning | ✓ Link | 35108 | | IQN | 2018-06-14 |
Online and Offline Reinforcement Learning by Planning with a Learned Model | ✓ Link | 28626.23 | | MuZero (Res2 Adam) | 2021-04-13 |
Recurrent Experience Replay in Distributed Reinforcement Learning | ✓ Link | 25354.0 | | R2D2 | 2019-05-01 |
Distributed Prioritized Experience Replay | ✓ Link | 21322.5 | | Ape-X | 2018-03-02 |
DNA: Proximal Policy Optimization with a Dual Network Architecture | ✓ Link | 14102 | | DNA | 2022-06-20 |
Evolving simple programs for playing Atari games | ✓ Link | 6130 | | CGP | 2018-06-14 |
Prioritized Experience Replay | ✓ Link | 5148.0 | | Prior noop | 2015-11-18 |
Distributional Reinforcement Learning with Quantile Regression | ✓ Link | 4703 | | QR-DQN-1 | 2017-10-27 |
Prioritized Experience Replay | ✓ Link | 3961.0 | | Prior hs | 2015-11-18 |
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity | ✓ Link | 2237 | | ASL DDQN | 2023-05-07 |
A Distributional Perspective on Reinforcement Learning | ✓ Link | 1909.0 | | C51 noop | 2017-07-21 |
Deep Exploration via Bootstrapped DQN | ✓ Link | 1663.5 | | Bootstrapped DQN | 2016-02-15 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 1358.0 | | DDQN (tuned) noop | 2015-11-20 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 1312.5 | | Duel noop | 2015-11-20 |
Adaptive Rational Activations to Boost Deep Reinforcement Learning | ✓ Link | 1137 | | Recurrent Rational DQN Average | 2021-02-18 |
Adaptive Rational Activations to Boost Deep Reinforcement Learning | ✓ Link | 1122 | | Rational DQN Average | 2021-02-18 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | 848.46 | | Advantage Learning | 2015-12-15 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 835.5 | | Duel hs | 2015-11-20 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 812.0 | | Prior+Duel noop | 2015-11-20 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | 772.09 | | Persistent AL | 2015-12-15 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 768.5 | | DQN noop | 2015-09-22 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 697.5 | | DQN hs | 2015-09-22 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 613.0 | | A3C LSTM hs | 2016-02-04 |
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures | ✓ Link | 601.50 | | IMPALA (deep) | 2018-02-05 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 585.0 | | Prior+Duel hs | 2015-09-22 |
Human level control through deep reinforcement learning | ✓ Link | 576.7 | | Nature DQN | 2015-02-25 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 573.0 | | DDQN (tuned) hs | 2015-09-22 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 541.0 | | A3C FF hs | 2016-02-04 |
Learning values across many orders of magnitude | | 507.5 | | DDQN+Pop-Art noop | 2016-02-24 |
Massively Parallel Methods for Deep Reinforcement Learning | ✓ Link | 444.0 | | Gorila | 2015-07-15 |
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization | ✓ Link | 358.54 | | POP3D | 2018-07-02 |
[]() | | 354.1 | | SARSA | |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 351.5 | | A3C FF (1 day) hs | 2016-02-04 |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 330 | | UCT | 2012-07-19 |
Self-Imitation Learning | ✓ Link | 310.8 | | A2C + SIL | 2018-06-14 |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 202.8 | | Best Learner | 2012-07-19 |
Soft Actor-Critic for Discrete Action Settings | ✓ Link | 68.3 | | SAC | 2019-10-16 |
CURL: Contrastive Unsupervised Representations for Reinforcement Learning | ✓ Link | | 400.1 | CURL | 2020-04-08 |