Atari Games On Atari 2600 Zaxxon

評価指標

Score

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名	Score	Paper Title	Repository
Best Learner	3365.1	The Arcade Learning Environment: An Evaluation Platform for General Agents
DQN hs	4412.0	Deep Reinforcement Learning with Double Q-learning
DreamerV2	50699	Mastering Atari with Discrete World Models
NoisyNet-Dueling	14874	Noisy Networks for Exploration
IQN	21772	Implicit Quantile Networks for Distributional Reinforcement Learning
RIMs-PPO	15000	Recurrent Independent Mechanisms
DDQN+Pop-Art noop	14402.0	Learning values across many orders of magnitude	-
DNA	22588	DNA: Proximal Policy Optimization with a Dual Network Architecture
QR-DQN-1	13112	Distributional Reinforcement Learning with Quantile Regression
Prior+Duel noop	13886.0	Dueling Network Architectures for Deep Reinforcement Learning
Agent57	249808.9	Agent57: Outperforming the Atari Human Benchmark
GDI-H3	216020	Generalized Data Distribution Iteration	-
MuZero (Res2 Adam)	154131.86	Online and Offline Reinforcement Learning by Planning with a Learned Model
GDI-I3	109140	Generalized Data Distribution Iteration	-
IMPALA (deep)	32935.50	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Gorila	6159.4	Massively Parallel Methods for Deep Reinforcement Learning
Prior hs	9474.0	Prioritized Experience Replay
A3C FF (1 day) hs	2659.0	Asynchronous Methods for Deep Reinforcement Learning
POP3D	9472	Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization
Advantage Learning	9129.61	Increasing the Action Gap: New Operators for Reinforcement Learning

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