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SOTA
Atari 游戏
Atari Games On Atari 2600 Enduro
Atari Games On Atari 2600 Enduro
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
GDI-I3
14330
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
-
GDI-I3
14330
Generalized Data Distribution Iteration
-
GDI-H3
14300
Generalized Data Distribution Iteration
-
C51 noop
3454.0
A Distributional Perspective on Reinforcement Learning
MuZero
2382.44
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
R2D2
2372.7
Recurrent Experience Replay in Distributed Reinforcement Learning
-
Agent57
2367.71
Agent57: Outperforming the Atari Human Benchmark
MuZero (Res2 Adam)
2365.81
Online and Offline Reinforcement Learning by Planning with a Learned Model
IQN
2359
Implicit Quantile Networks for Distributional Reinforcement Learning
QR-DQN-1
2355
Distributional Reinforcement Learning with Quantile Regression
Prior+Duel noop
2306.4
Dueling Network Architectures for Deep Reinforcement Learning
Duel noop
2258.2
Dueling Network Architectures for Deep Reinforcement Learning
Reactor 500M
2224.2
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning
-
Prior+Duel hs
2223.9
Deep Reinforcement Learning with Double Q-learning
Ape-X
2177.4
Distributed Prioritized Experience Replay
ASL DDQN
2103.1
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
Prior noop
2093.0
Prioritized Experience Replay
Duel hs
2077.4
Dueling Network Architectures for Deep Reinforcement Learning
DNA
2059
DNA: Proximal Policy Optimization with a Dual Network Architecture
NoisyNet-Dueling
2013
Noisy Networks for Exploration
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