Atari Games On Atari 2600 Venture

Score

评测结果

各个模型在此基准测试上的表现结果

模型名称	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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