Agent57: Outperforming the Atari Human Benchmark | ✓ Link | 565909.85 | Agent57 | 2020-03-30 |
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model | ✓ Link | 458315.40 | MuZero | 2019-11-19 |
Recurrent Experience Replay in Distributed Reinforcement Learning | ✓ Link | 366690.7 | R2D2 | 2019-05-01 |
Distributed Prioritized Experience Replay | ✓ Link | 320426 | Ape-X | 2018-03-02 |
Generalized Data Distribution Iteration | | 241170 | GDI-H3 | 2022-06-07 |
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning | | 236422.0 | Reactor 500M | 2017-04-15 |
Fully Parameterized Quantile Function for Distributional Reinforcement Learning | ✓ Link | 223470.6 | FQF | 2019-11-05 |
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning | | 201000 | GDI-I3 | 2021-06-11 |
Generalized Data Distribution Iteration | | 201000 | GDI-I3 | 2022-06-07 |
A Distributional Perspective on Reinforcement Learning | ✓ Link | 179877.0 | C51 noop | 2017-07-21 |
Implicit Quantile Networks for Distributional Reinforcement Learning | ✓ Link | 179082 | IQN | 2018-06-14 |
Noisy Networks for Exploration | ✓ Link | 171171 | NoisyNet-Dueling | 2017-06-30 |
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity | ✓ Link | 166019 | ASL DDQN | 2023-05-07 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 162224.0 | Prior+Duel noop | 2015-11-20 |
Mastering Atari with Discrete World Models | ✓ Link | 161839 | DreamerV2 | 2020-10-05 |
Distributional Reinforcement Learning with Quantile Regression | ✓ Link | 161196 | QR-DQN-1 | 2017-10-27 |
Online and Offline Reinforcement Learning by Planning with a Learned Model | ✓ Link | 158541.58 | MuZero (Res2 Adam) | 2021-04-13 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 143570.0 | Duel noop | 2015-11-20 |
Prioritized Experience Replay | ✓ Link | 141161.0 | Prior noop | 2015-11-18 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 138518.0 | A3C LSTM hs | 2016-02-04 |
Deep Exploration via Bootstrapped DQN | ✓ Link | 137925.9 | Bootstrapped DQN | 2016-02-15 |
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures | ✓ Link | 136950.00 | IMPALA (deep) | 2018-02-05 |
DNA: Proximal Policy Optimization with a Dual Network Architecture | ✓ Link | 131623 | DNA | 2022-06-20 |
Self-Imitation Learning | ✓ Link | 130185.8 | A2C + SIL | 2018-06-14 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | 130002.71 | Persistent AL | 2015-12-15 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 127853.0 | Prior+Duel hs | 2015-09-22 |
Prioritized Experience Replay | ✓ Link | 127512.0 | Prior hs | 2015-11-18 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 124566.0 | Duel hs | 2015-11-20 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | 123410.71 | Advantage Learning | 2015-12-15 |
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization | ✓ Link | 120247.33 | POP3D | 2018-07-02 |
Learning values across many orders of magnitude | | 119679.0 | DDQN+Pop-Art noop | 2016-02-24 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 117282.0 | DDQN (tuned) noop | 2015-11-20 |
Human level control through deep reinforcement learning | ✓ Link | 114103.0 | Nature DQN | 2015-02-25 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 113782.0 | DDQN (tuned) hs | 2015-09-22 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 112646.0 | A3C FF hs | 2016-02-04 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 110763.0 | DQN noop | 2015-09-22 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 101624.0 | A3C FF (1 day) hs | 2016-02-04 |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 98172.2 | UCT | 2012-07-19 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | 98128.0 | DQN hs | 2015-09-22 |
Massively Parallel Methods for Deep Reinforcement Learning | ✓ Link | 65451.0 | Gorila | 2015-07-15 |
Smaller World Models for Reinforcement Learning | | 59609.4 | Discrete Latent Space World Model (VQ-VAE) | 2020-10-12 |
Value Prediction Network | ✓ Link | 54119 | VPN | 2017-07-11 |
Improving Computational Efficiency in Visual Reinforcement Learning via Stored Embeddings | ✓ Link | 28066 | Rainbow+SEER | 2021-03-04 |
CURL: Contrastive Unsupervised Representations for Reinforcement Learning | ✓ Link | 27805.6 | CURL | 2020-04-08 |
Evolution Strategies as a Scalable Alternative to Reinforcement Learning | ✓ Link | 26430.0 | ES FF (1 hour) noop | 2017-03-10 |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 23410.6 | Best Learner | 2012-07-19 |
Evolving simple programs for playing Atari games | ✓ Link | 12900 | CGP | 2018-06-14 |
Soft Actor-Critic for Discrete Action Settings | ✓ Link | 3668.7 | SAC | 2019-10-16 |
[]() | | 149.8 | SARSA | |