Atari Games On Atari 2600 Hero

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
FQF	30926.2	Fully Parameterized Quantile Function for Distributional Reinforcement Learning
DQN noop	20437.8	Deep Reinforcement Learning with Double Q-learning
Nature DQN	19950	Human level control through deep reinforcement learning
Prior+Duel hs	15459.2	Deep Reinforcement Learning with Double Q-learning
CGP	2974	Evolving simple programs for playing Atari games
A2C + SIL	33156.7	Self-Imitation Learning
Prior+Duel noop	21036.5	Dueling Network Architectures for Deep Reinforcement Learning
Ape-X	31655.9	Distributed Prioritized Experience Replay
Gorila	8963.4	Massively Parallel Methods for Deep Reinforcement Learning
DDQN (tuned) noop	20130.2	Dueling Network Architectures for Deep Reinforcement Learning
A3C FF hs	32464.1	Asynchronous Methods for Deep Reinforcement Learning
DreamerV2	21868	Mastering Atari with Discrete World Models
Bootstrapped DQN	21021.3	Deep Exploration via Bootstrapped DQN
MuZero (Res2 Adam)	37234.31	Online and Offline Reinforcement Learning by Planning with a Learned Model
A3C LSTM hs	28889.5	Asynchronous Methods for Deep Reinforcement Learning
UCT	12859.5	The Arcade Learning Environment: An Evaluation Platform for General Agents
Prior hs	20889.9	Prioritized Experience Replay
Duel hs	15207.9	Dueling Network Architectures for Deep Reinforcement Learning
GDI-I3	38330	Generalized Data Distribution Iteration	-
Persistent AL	24175.79	Increasing the Action Gap: New Operators for Reinforcement Learning

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