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SOTA
Atari 游戏
Atari Games On Atari 2600 Gopher
Atari Games On Atari 2600 Gopher
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
QR-DQN-1
113585
Distributional Reinforcement Learning with Quantile Regression
-
Prior hs
34858.8
Prioritized Experience Replay
-
A3C FF hs
10022.8
Asynchronous Methods for Deep Reinforcement Learning
-
UCT
20560
The Arcade Learning Environment: An Evaluation Platform for General Agents
-
Nature DQN
8520.0
Human level control through deep reinforcement learning
Gorila
4373.0
Massively Parallel Methods for Deep Reinforcement Learning
-
DQN noop
8777.4
Deep Reinforcement Learning with Double Q-learning
-
ES FF (1 hour) noop
582.0
Evolution Strategies as a Scalable Alternative to Reinforcement Learning
-
SARSA
2368.0
-
-
IMPALA (deep)
66782.30
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
-
Prior+Duel noop
104368.2
Dueling Network Architectures for Deep Reinforcement Learning
-
Duel noop
15718.4
Dueling Network Architectures for Deep Reinforcement Learning
-
POP3D
6207
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization
-
DDQN (tuned) noop
14840.8
Dueling Network Architectures for Deep Reinforcement Learning
-
GDI-H3
473560
Generalized Data Distribution Iteration
-
DDQN+Pop-Art noop
56218.2
Learning values across many orders of magnitude
-
CGP
1696
Evolving simple programs for playing Atari games
-
DDQN (tuned) hs
15253.0
Deep Reinforcement Learning with Double Q-learning
-
Persistent AL
10611.81
Increasing the Action Gap: New Operators for Reinforcement Learning
-
MuZero (Res2 Adam)
122882.5
Online and Offline Reinforcement Learning by Planning with a Learned Model
-
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