Atari Games On Atari 2600 Ms Pacman

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
A3C FF hs	653.7	Asynchronous Methods for Deep Reinforcement Learning
CGP	2568	Evolving simple programs for playing Atari games
SARSA	1227.0	-	-
Nature DQN	2311.0	Human level control through deep reinforcement learning
GDI-I3	11536	GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning	-
Best Learner	1691.8	The Arcade Learning Environment: An Evaluation Platform for General Agents
CURL	1492.8	CURL: Contrastive Unsupervised Representations for Reinforcement Learning
NoisyNet-Dueling	5546	Noisy Networks for Exploration
MFEC	8530.4004	Model-Free Episodic Control with State Aggregation	-
FQF	7631.9	Fully Parameterized Quantile Function for Distributional Reinforcement Learning
POP3D	1683.87	Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization
MuZero (Res2 Adam)	70659.76	Online and Offline Reinforcement Learning by Planning with a Learned Model
Ape-X	11255.2	Distributed Prioritized Experience Replay
DQN noop	3085.6	Deep Reinforcement Learning with Double Q-learning
A2C + SIL	4025.1	Self-Imitation Learning
UCT	22336	The Arcade Learning Environment: An Evaluation Platform for General Agents
Prior+Duel noop	3327.3	Dueling Network Architectures for Deep Reinforcement Learning
DDQN (tuned) hs	1241.3	Deep Reinforcement Learning with Double Q-learning
QR-DQN-1	5821	Distributional Reinforcement Learning with Quantile Regression
DDQN (tuned) noop	2711.4	Dueling Network Architectures for Deep Reinforcement Learning

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