Atari Games On Atari 2600 Video Pinball

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
Rational DQN Average	149712	Adaptive Rational Activations to Boost Deep Reinforcement Learning
DQN hs	154414.1	Deep Reinforcement Learning with Double Q-learning
Prior+Duel hs	447408.6	Deep Reinforcement Learning with Double Q-learning
POP3D	37780.7	Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization
DDQN (tuned) hs	367823.7	Deep Reinforcement Learning with Double Q-learning
C51 noop	949604.0	A Distributional Perspective on Reinforcement Learning
IMPALA (deep)	572898.27	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Duel noop	98209.5	Dueling Network Architectures for Deep Reinforcement Learning
Prior hs	295972.8	Prioritized Experience Replay
ASL DDQN	626794	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity	-
MuZero (Res2 Adam)	865543.44	Online and Offline Reinforcement Learning by Planning with a Learned Model
Ape-X	565163.2	Distributed Prioritized Experience Replay
DDQN+Pop-Art noop	56287.0	Learning values across many orders of magnitude	-
DQN noop	196760.4	Deep Reinforcement Learning with Double Q-learning
A3C FF (1 day) hs	185852.6	Asynchronous Methods for Deep Reinforcement Learning
Gorila	112093.4	Massively Parallel Methods for Deep Reinforcement Learning
DDQN (tuned) noop	309941.9	Dueling Network Architectures for Deep Reinforcement Learning
ES FF (1 hour) noop	22834.8	Evolution Strategies as a Scalable Alternative to Reinforcement Learning
R2D2	999383.2	Recurrent Experience Replay in Distributed Reinforcement Learning	-
Prior+Duel noop	479197.0	Dueling Network Architectures for Deep Reinforcement Learning

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