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SOTA
Atari 游戏
Atari Games On Atari 2600 Kangaroo
Atari Games On Atari 2600 Kangaroo
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
24034.16
Agent57: Outperforming the Atari Human Benchmark
MuZero
16763.60
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Prior noop
16200.0
Prioritized Experience Replay
IQN
15487
Implicit Quantile Networks for Distributional Reinforcement Learning
QR-DQN-1
15356
Distributional Reinforcement Learning with Quantile Regression
NoisyNet-Dueling
15227
Noisy Networks for Exploration
Bootstrapped DQN
14862.5
Deep Exploration via Bootstrapped DQN
Duel noop
14854.0
Dueling Network Architectures for Deep Reinforcement Learning
GDI-H3
14636
Generalized Data Distribution Iteration
-
GDI-I3
14500
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
-
GDI-I3
14500
Generalized Data Distribution Iteration
-
DNA
14373
DNA: Proximal Policy Optimization with a Dual Network Architecture
R2D2
14130.7
Recurrent Experience Replay in Distributed Reinforcement Learning
-
DreamerV2
14064
Mastering Atari with Discrete World Models
MuZero (Res2 Adam)
13838
Online and Offline Reinforcement Learning by Planning with a Learned Model
DDQN+Pop-Art noop
13150.0
Learning values across many orders of magnitude
-
ASL DDQN
13027
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
DDQN (tuned) noop
12992.0
Dueling Network Architectures for Deep Reinforcement Learning
C51 noop
12853.0
A Distributional Perspective on Reinforcement Learning
Prior hs
12185.0
Prioritized Experience Replay
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