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SOTA
Atari Games
Atari Games On Atari 2600 Amidar
Atari Games On Atari 2600 Amidar
Métriques
Score
Résultats
Résultats de performance de divers modèles sur ce benchmark
Columns
Nom du modèle
Score
Paper Title
Repository
VPN
641
Value Prediction Network
R2D2
29321.4
Recurrent Experience Replay in Distributed Reinforcement Learning
-
A3C FF (1 day) hs
283.9
Asynchronous Methods for Deep Reinforcement Learning
GDI-I3
1442
Generalized Data Distribution Iteration
-
CURL
232.3
CURL: Contrastive Unsupervised Representations for Reinforcement Learning
DreamerV2
2577
Mastering Atari with Discrete World Models
Nature DQN
739.5
Human level control through deep reinforcement learning
Ape-X
8659.2
Distributed Prioritized Experience Replay
Prior+Duel hs
238.4
Dueling Network Architectures for Deep Reinforcement Learning
Prior+Duel hs
238.4
Deep Reinforcement Learning with Double Q-learning
POP3D
729.15
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization
DQN noop
978.0
Deep Reinforcement Learning with Double Q-learning
Rainbow+SEER
250.5
Improving Computational Efficiency in Visual Reinforcement Learning via Stored Embeddings
A2C + SIL
1362
Self-Imitation Learning
Reactor 500M
1015.8
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning
-
C51 noop
1735.0
A Distributional Perspective on Reinforcement Learning
ASL DDQN
2232.3
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
-
Agent57
29660.08
Agent57: Outperforming the Atari Human Benchmark
QR-DQN-1
1641
Distributional Reinforcement Learning with Quantile Regression
Persistent AL
1451.65
Increasing the Action Gap: New Operators for Reinforcement Learning
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