Agent57: Outperforming the Atari Human Benchmark | ✓ Link | 934134.88 | Agent57 | 2020-03-30 |
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model | ✓ Link | 848623.00 | MuZero | 2019-11-19 |
Generalized Data Distribution Iteration | | 824360 | GDI-H3 | 2022-06-07 |
Recurrent Experience Replay in Distributed Reinforcement Learning | ✓ Link | 751880.0 | R2D2 | 2019-05-01 |
Generalized Data Distribution Iteration | | 478830 | GDI-I3 | 2022-06-07 |
Online and Offline Reinforcement Learning by Planning with a Learned Model | ✓ Link | 178716.9 | MuZero (Res2 Adam) | 2021-04-13 |
Distributed Prioritized Experience Replay | ✓ Link | 98895 | Ape-X | 2018-03-02 |
Fully Parameterized Quantile Function for Distributional Reinforcement Learning | ✓ Link | 87928.6 | FQF | 2019-11-05 |
DNA: Proximal Policy Optimization with a Dual Network Architecture | ✓ Link | 71003 | DNA | 2022-06-20 |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 70333.3 | UCT | 2012-07-19 |
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning | | 64070.0 | Reactor 500M | 2017-04-15 |
Noisy Networks for Exploration | ✓ Link | 52262 | NoisyNet-Dueling | 2017-06-30 |
Implicit Quantile Networks for Distributional Reinforcement Learning | ✓ Link | 42244 | IQN | 2018-06-14 |
Mastering Atari with Discrete World Models | ✓ Link | 40325 | DreamerV2 | 2020-10-05 |
Distributional Reinforcement Learning with Quantile Regression | ✓ Link | 39268 | QR-DQN-1 | 2017-10-27 |
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity | ✓ Link | 38986 | ASL DDQN | 2023-05-07 |
Deep Exploration via Bootstrapped DQN | ✓ Link | 38666.7 | Bootstrapped DQN | 2016-02-15 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 37150.0 | Duel noop | 2015-11-20 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 35520.0 | Prior+Duel noop | 2015-11-20 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | 34583.07 | Persistent AL | 2015-12-15 |
Evolving simple programs for playing Atari games | ✓ Link | 34200 | CGP | 2018-06-14 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 31700.0 | DDQN (tuned) noop | 2015-11-20 |
Prioritized Experience Replay | ✓ Link | 31530.0 | Prior noop | 2015-11-18 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 31320.0 | Duel hs | 2015-11-20 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 30650.0 | Prior+Duel hs | 2015-09-22 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 29900.0 | DQN noop | 2015-09-22 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | 28789.29 | Advantage Learning | 2015-12-15 |
A Distributional Perspective on Reinforcement Learning | ✓ Link | 28742.0 | C51 noop | 2017-07-21 |
Human level control through deep reinforcement learning | ✓ Link | 26300.0 | Nature DQN | 2015-02-25 |
Adaptive Rational Activations to Boost Deep Reinforcement Learning | ✓ Link | 25749 | Recurrent Rational DQN Average | 2021-02-18 |
Prioritized Experience Replay | ✓ Link | 25520.0 | Prior hs | 2015-11-18 |
Self-Imitation Learning | ✓ Link | 25075 | A2C + SIL | 2018-06-14 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 24740.0 | DDQN (tuned) hs | 2015-09-22 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 23750.0 | DQN hs | 2015-09-22 |
Adaptive Rational Activations to Boost Deep Reinforcement Learning | ✓ Link | 23403 | Rational DQN Average | 2021-02-18 |
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures | ✓ Link | 20885.00 | IMPALA (deep) | 2018-02-05 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 20760.0 | A3C LSTM hs | 2016-02-04 |
Massively Parallel Methods for Deep Reinforcement Learning | ✓ Link | 19938.0 | Gorila | 2015-07-15 |
Evolution Strategies as a Scalable Alternative to Reinforcement Learning | ✓ Link | 16600.0 | ES FF (1 hour) noop | 2017-03-10 |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 15819.7 | Best Learner | 2012-07-19 |
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization | ✓ Link | 15466.67 | POP3D | 2018-07-02 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 12950.0 | A3C FF hs | 2016-02-04 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 11340.0 | A3C FF (1 day) hs | 2016-02-04 |
CURL: Contrastive Unsupervised Representations for Reinforcement Learning | ✓ Link | 11208 | CURL | 2020-04-08 |
Learning values across many orders of magnitude | | 8220.0 | DDQN+Pop-Art noop | 2016-02-24 |
Soft Actor-Critic for Discrete Action Settings | ✓ Link | 4386.7 | SAC | 2019-10-16 |
[]() | | 16.2 | SARSA | |