Generalized Data Distribution Iteration | | 488830 | GDI-I3 | 2022-06-07 |
Generalized Data Distribution Iteration | | 473560 | GDI-H3 | 2022-06-07 |
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model | ✓ Link | 130345.58 | MuZero | 2019-11-19 |
Recurrent Experience Replay in Distributed Reinforcement Learning | ✓ Link | 124776.3 | R2D2 | 2019-05-01 |
Online and Offline Reinforcement Learning by Planning with a Learned Model | ✓ Link | 122882.5 | MuZero (Res2 Adam) | 2021-04-13 |
Distributed Prioritized Experience Replay | ✓ Link | 120500.9 | Ape-X | 2018-03-02 |
Implicit Quantile Networks for Distributional Reinforcement Learning | ✓ Link | 118365 | IQN | 2018-06-14 |
Agent57: Outperforming the Atari Human Benchmark | ✓ Link | 117777.08 | Agent57 | 2020-03-30 |
Distributional Reinforcement Learning with Quantile Regression | ✓ Link | 113585 | QR-DQN-1 | 2017-10-27 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 105148.4 | Prior+Duel hs | 2015-09-22 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 104368.2 | 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 | 103514.4 | ASL DDQN | 2023-05-07 |
Mastering Atari with Discrete World Models | ✓ Link | 92282 | DreamerV2 | 2020-10-05 |
DNA: Proximal Policy Optimization with a Dual Network Architecture | ✓ Link | 80104 | DNA | 2022-06-20 |
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures | ✓ Link | 66782.30 | IMPALA (deep) | 2018-02-05 |
Learning values across many orders of magnitude | | 56218.2 | DDQN+Pop-Art noop | 2016-02-24 |
Noisy Networks for Exploration | ✓ Link | 38909 | NoisyNet-Dueling | 2017-06-30 |
Prioritized Experience Replay | ✓ Link | 34858.8 | Prior hs | 2015-11-18 |
A Distributional Perspective on Reinforcement Learning | ✓ Link | 33641.0 | C51 noop | 2017-07-21 |
Prioritized Experience Replay | ✓ Link | 32487.2 | Prior noop | 2015-11-18 |
Self-Imitation Learning | ✓ Link | 23304.2 | A2C + SIL | 2018-06-14 |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 20560 | UCT | 2012-07-19 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 20051.4 | Duel hs | 2015-11-20 |
Deep Exploration via Bootstrapped DQN | ✓ Link | 17438.4 | Bootstrapped DQN | 2016-02-15 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 17106.8 | A3C LSTM hs | 2016-02-04 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 15718.4 | Duel noop | 2015-11-20 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 15253.0 | DDQN (tuned) hs | 2015-09-22 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 14840.8 | DDQN (tuned) noop | 2015-11-20 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | 11912.68 | Advantage Learning | 2015-12-15 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | 10611.81 | Persistent AL | 2015-12-15 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 10022.8 | A3C FF hs | 2016-02-04 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 8777.4 | DQN noop | 2015-09-22 |
Human level control through deep reinforcement learning | ✓ Link | 8520.0 | Nature DQN | 2015-02-25 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 8442.8 | A3C FF (1 day) hs | 2016-02-04 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 8190.4 | DQN hs | 2015-09-22 |
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization | ✓ Link | 6207 | POP3D | 2018-07-02 |
Deep Attention Recurrent Q-Network | ✓ Link | 5356 | DARQN soft | 2015-12-05 |
Massively Parallel Methods for Deep Reinforcement Learning | ✓ Link | 4373.0 | Gorila | 2015-07-15 |
[]() | | 2368.0 | SARSA | |
Evolving simple programs for playing Atari games | ✓ Link | 1696 | CGP | 2018-06-14 |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 1288.3 | Best Learner | 2012-07-19 |
CURL: Contrastive Unsupervised Representations for Reinforcement Learning | ✓ Link | 801.4 | CURL | 2020-04-08 |
Evolution Strategies as a Scalable Alternative to Reinforcement Learning | ✓ Link | 582.0 | ES FF (1 hour) noop | 2017-03-10 |