Atari Games On Atari 2600 Demon Attack

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
MuZero (Res2 Adam)	143838.04	Online and Offline Reinforcement Learning by Planning with a Learned Model
Gorila	14880.1	Massively Parallel Methods for Deep Reinforcement Learning
A3C FF (1 day) hs	84997.5	Asynchronous Methods for Deep Reinforcement Learning
ES FF (1 hour) noop	1166.5	Evolution Strategies as a Scalable Alternative to Reinforcement Learning
Agent57	143161.44	Agent57: Outperforming the Atari Human Benchmark
Prior+Duel noop	72878.6	Dueling Network Architectures for Deep Reinforcement Learning
Reactor 500M	115154.0	The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning	-
Prior noop	71846.4	Prioritized Experience Replay
GDI-H3	787985	Generalized Data Distribution Iteration	-
UCT	28158.8	The Arcade Learning Environment: An Evaluation Platform for General Agents
A3C LSTM hs	115201.9	Asynchronous Methods for Deep Reinforcement Learning
DNA	97909	DNA: Proximal Policy Optimization with a Dual Network Architecture
SARSA	0.0	-	-
Bootstrapped DQN	82610	Deep Exploration via Bootstrapped DQN
Duel noop	60813.3	Dueling Network Architectures for Deep Reinforcement Learning
DQN hs	12550.7	Deep Reinforcement Learning with Double Q-learning
Persistent AL	70908.17	Increasing the Action Gap: New Operators for Reinforcement Learning
Best Learner	520.5	The Arcade Learning Environment: An Evaluation Platform for General Agents
A2C + SIL	10140.5	Self-Imitation Learning
MuZero	143964.26	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model

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