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SOTA
Atari 游戏
Atari Games On Atari 2600 Yars Revenge
Atari Games On Atari 2600 Yars Revenge
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
Agent57
998532.37
Agent57: Outperforming the Atari Human Benchmark
R2D2
995048.4
Recurrent Experience Replay in Distributed Reinforcement Learning
-
GDI-I3
972000
Generalized Data Distribution Iteration
-
GDI-H3
968090
Generalized Data Distribution Iteration
-
DNA
564513
DNA: Proximal Policy Optimization with a Dual Network Architecture
MuZero
553311.46
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
MuZero (Res2 Adam)
219838.09
Online and Offline Reinforcement Learning by Planning with a Learned Model
DreamerV2
156748
Mastering Atari with Discrete World Models
Ape-X
148594.8
Distributed Prioritized Experience Replay
NoisyNet-Dueling
86101
Noisy Networks for Exploration
IMPALA (deep)
84231.14
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
RUDDER
60577
RUDDER: Return Decomposition for Delayed Rewards
ASL DDQN
29231.9
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
CGP
28838.2
Evolving simple programs for playing Atari games
IQN
28379
Implicit Quantile Networks for Distributional Reinforcement Learning
QR-DQN-1
26447
Distributional Reinforcement Learning with Quantile Regression
Advantage Learning
24240.03
Increasing the Action Gap: New Operators for Reinforcement Learning
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