Atari Games On Atari 2600 Ms Pacman

Score

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	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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