The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | 24 | UCT | 2012-07-19 |
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning | | 24 | GDI-H3 | 2021-06-11 |
Generalized Data Distribution Iteration | | 24 | GDI-I3 | 2022-06-07 |
Generalized Data Distribution Iteration | | 24 | GDI-H3 | 2022-06-07 |
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model | ✓ Link | 23.94 | MuZero | 2019-11-19 |
Agent57: Outperforming the Atari Human Benchmark | ✓ Link | 23.93 | Agent57 | 2020-03-30 |
Online and Offline Reinforcement Learning by Planning with a Learned Model | ✓ Link | 23.91 | MuZero (Res2 Adam) | 2021-04-13 |
Recurrent Experience Replay in Distributed Reinforcement Learning | ✓ Link | 23.7 | R2D2 | 2019-05-01 |
Distributed Prioritized Experience Replay | ✓ Link | 23.5 | Ape-X | 2018-03-02 |
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning | | 23.0 | Reactor 500M | 2017-04-15 |
Distributional Reinforcement Learning with Quantile Regression | ✓ Link | 21.9 | QR-DQN-1 | 2017-10-27 |
Self-Imitation Learning | ✓ Link | 21.5 | A2C + SIL | 2018-06-14 |
Prioritized Experience Replay | ✓ Link | 18.5 | Prior noop | 2015-11-18 |
Mastering Atari with Discrete World Models | ✓ Link | 17 | DreamerV2 | 2020-10-05 |
Prioritized Experience Replay | ✓ Link | 16.0 | Prior hs | 2015-11-18 |
Implicit Quantile Networks for Distributional Reinforcement Learning | ✓ Link | 5.6 | IQN | 2018-06-14 |
Deep Exploration via Bootstrapped DQN | ✓ Link | 3 | Bootstrapped DQN | 2016-02-15 |
A Distributional Perspective on Reinforcement Learning | ✓ Link | 2.5 | C51 noop | 2017-07-21 |
Evolving simple programs for playing Atari games | ✓ Link | 2 | CGP | 2018-06-14 |
Noisy Networks for Exploration | ✓ Link | 1 | NoisyNet-Dueling | 2017-06-30 |
Evolution Strategies as a Scalable Alternative to Reinforcement Learning | ✓ Link | 0.2 | ES FF (1 hour) noop | 2017-03-10 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | 0.1 | Duel noop | 2015-11-20 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 0.1 | A3C FF (1 day) hs | 2016-02-04 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | 0.1 | A3C LSTM hs | 2016-02-04 |
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity | ✓ Link | 0.1 | ASL DDQN | 2023-05-07 |
[]() | | -16.0 | SARSA | |
Human level control through deep reinforcement learning | ✓ Link | -18.1 | Nature DQN | 2015-02-25 |
Massively Parallel Methods for Deep Reinforcement Learning | ✓ Link | -11.3 | Gorila | 2015-07-15 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | -6.0 | DQN hs | 2015-09-22 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | -6.6 | DQN noop | 2015-09-22 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | -0.8 | Duel hs | 2015-11-20 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | -5.5 | DDQN (tuned) noop | 2015-11-20 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | -0.3 | DDQN (tuned) hs | 2015-09-22 |
Deep Reinforcement Learning with Double Q-learning | ✓ Link | -10.7 | Prior+Duel hs | 2015-09-22 |
Learning values across many orders of magnitude | | -11.5 | DDQN+Pop-Art noop | 2016-02-24 |
Dueling Network Architectures for Deep Reinforcement Learning | ✓ Link | -12.5 | Prior+Duel noop | 2015-11-20 |
Asynchronous Methods for Deep Reinforcement Learning | ✓ Link | -0.1 | A3C FF hs | 2016-02-04 |
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures | ✓ Link | -0.33 | IMPALA (deep) | 2018-02-05 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | -0.15 | Advantage Learning | 2015-12-15 |
Increasing the Action Gap: New Operators for Reinforcement Learning | ✓ Link | -2.51 | Persistent AL | 2015-12-15 |
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization | ✓ Link | -7.89 | POP3D | 2018-07-02 |
The Arcade Learning Environment: An Evaluation Platform for General Agents | ✓ Link | -13.1 | Best Learner | 2012-07-19 |
DNA: Proximal Policy Optimization with a Dual Network Architecture | ✓ Link | -1.3 | DNA | 2022-06-20 |