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SOTA
Atari 游戏
Atari Games On Atari 2600 Krull
Atari Games On Atari 2600 Krull
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-H3
594540
Generalized Data Distribution Iteration
-
MuZero
269358.27
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Agent57
251997.31
Agent57: Outperforming the Atari Human Benchmark
R2D2
218448.1
Recurrent Experience Replay in Distributed Reinforcement Learning
-
GDI-I3
97575
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
-
GDI-I3
97575
Generalized Data Distribution Iteration
-
MuZero (Res2 Adam)
72570.5
Online and Offline Reinforcement Learning by Planning with a Learned Model
DreamerV2
50061
Mastering Atari with Discrete World Models
VPN
15930
Value Prediction Network
Ape-X
11741.4
Distributed Prioritized Experience Replay
Duel noop
11451.9
Dueling Network Architectures for Deep Reinforcement Learning
QR-DQN-1
11447
Distributional Reinforcement Learning with Quantile Regression
DNA
10956
DNA: Proximal Policy Optimization with a Dual Network Architecture
NoisyNet-Dueling
10754
Noisy Networks for Exploration
IQN
10707
Implicit Quantile Networks for Distributional Reinforcement Learning
A2C + SIL
10614.6
Self-Imitation Learning
ASL DDQN
10422.5
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
Prior+Duel noop
10374.4
Dueling Network Architectures for Deep Reinforcement Learning
DDQN+Pop-Art noop
9745.1
Learning values across many orders of magnitude
-
C51 noop
9735.0
A Distributional Perspective on Reinforcement Learning
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