Atari Games On Atari 2600 Gopher

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
QR-DQN-1	113585	Distributional Reinforcement Learning with Quantile Regression
Prior hs	34858.8	Prioritized Experience Replay
A3C FF hs	10022.8	Asynchronous Methods for Deep Reinforcement Learning
UCT	20560	The Arcade Learning Environment: An Evaluation Platform for General Agents
Nature DQN	8520.0	Human level control through deep reinforcement learning
Gorila	4373.0	Massively Parallel Methods for Deep Reinforcement Learning
DQN noop	8777.4	Deep Reinforcement Learning with Double Q-learning
ES FF (1 hour) noop	582.0	Evolution Strategies as a Scalable Alternative to Reinforcement Learning
SARSA	2368.0	-	-
IMPALA (deep)	66782.30	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Prior+Duel noop	104368.2	Dueling Network Architectures for Deep Reinforcement Learning
Duel noop	15718.4	Dueling Network Architectures for Deep Reinforcement Learning
POP3D	6207	Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization
DDQN (tuned) noop	14840.8	Dueling Network Architectures for Deep Reinforcement Learning
GDI-H3	473560	Generalized Data Distribution Iteration	-
DDQN+Pop-Art noop	56218.2	Learning values across many orders of magnitude	-
CGP	1696	Evolving simple programs for playing Atari games
DDQN (tuned) hs	15253.0	Deep Reinforcement Learning with Double Q-learning
Persistent AL	10611.81	Increasing the Action Gap: New Operators for Reinforcement Learning
MuZero (Res2 Adam)	122882.5	Online and Offline Reinforcement Learning by Planning with a Learned Model

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