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評価指標
Score
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
Score
Paper Title
Repository
ASL DDQN
291
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
-
DQN hs
136.0
Deep Reinforcement Learning with Double Q-learning
QR-DQN-1
43.9
Distributional Reinforcement Learning with Quantile Regression
GDI-H3
2000
Generalized Data Distribution Iteration
-
Best Learner
66
The Arcade Learning Environment: An Evaluation Platform for General Agents
Advantage Learning
198.69
Increasing the Action Gap: New Operators for Reinforcement Learning
MuZero (Res2 Adam)
1731.47
Online and Offline Reinforcement Learning by Planning with a Learned Model
Ape-X
1813
Distributed Prioritized Experience Replay
Nature DQN
380.0
Human level control through deep reinforcement learning
SND-STD
2138
Self-supervised network distillation: an effective approach to exploration in sparse reward environments
Sarsa-φ-EB
1169.2
Count-Based Exploration in Feature Space for Reinforcement Learning
SARSA
0.6
-
-
DQN-PixelCNN
82.2
Count-Based Exploration with Neural Density Models
Bootstrapped DQN
212.5
Deep Exploration via Bootstrapped DQN
Go-Explore
2281
First return, then explore
DQN-CTS
48.0
Count-Based Exploration with Neural Density Models
Gorila
523.4
Massively Parallel Methods for Deep Reinforcement Learning
C51 noop
1520.0
A Distributional Perspective on Reinforcement Learning
DDQN (tuned) hs
21.0
Deep Reinforcement Learning with Double Q-learning
GDI-I3
2035
Generalized Data Distribution Iteration
-
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