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SOTA
Atari Games
Atari Games On Atari 2600 Wizard Of Wor
Atari Games On Atari 2600 Wizard Of Wor
评估指标
Score
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
Score
Paper Title
Repository
Prior noop
4802.0
Prioritized Experience Replay
A2C + SIL
7088.3
Self-Imitation Learning
Prior hs
5727.0
Prioritized Experience Replay
R2D2
144362.7
Recurrent Experience Replay in Distributed Reinforcement Learning
-
MuZero (Res2 Adam)
100096.6
Online and Offline Reinforcement Learning by Planning with a Learned Model
DreamerV2
12851
Mastering Atari with Discrete World Models
ES FF (1 hour) noop
3480.0
Evolution Strategies as a Scalable Alternative to Reinforcement Learning
Best Learner
1981.3
The Arcade Learning Environment: An Evaluation Platform for General Agents
DDQN+Pop-Art noop
483.0
Learning values across many orders of magnitude
-
GDI-H3
63735
Generalized Data Distribution Iteration
-
Gorila
10431.0
Massively Parallel Methods for Deep Reinforcement Learning
DQN noop
2704.0
Deep Reinforcement Learning with Double Q-learning
Ape-X
46204
Distributed Prioritized Experience Replay
GDI-I3
64239
Generalized Data Distribution Iteration
-
Agent57
157306.41
Agent57: Outperforming the Atari Human Benchmark
Prior+Duel noop
12352.0
Dueling Network Architectures for Deep Reinforcement Learning
UCT
105500
The Arcade Learning Environment: An Evaluation Platform for General Agents
NoisyNet-Dueling
9149
Noisy Networks for Exploration
Nature DQN
3393.0
Human level control through deep reinforcement learning
DDQN (tuned) hs
6201.0
Deep Reinforcement Learning with Double Q-learning
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