Atari Games On Atari 2600 Asteroids

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
Prior noop	2654.3	Prioritized Experience Replay
DreamerV2	41526	Mastering Atari with Discrete World Models
Prior+Duel noop	1192.7	Dueling Network Architectures for Deep Reinforcement Learning
C51 noop	1516.0	A Distributional Perspective on Reinforcement Learning
GDI-H3	760005	Generalized Data Distribution Iteration	-
Gorila	933.6	Massively Parallel Methods for Deep Reinforcement Learning
Duel noop	2837.7	Dueling Network Architectures for Deep Reinforcement Learning
GDI-I3	751970	Generalized Data Distribution Iteration	-
Prior hs	1745.1	Prioritized Experience Replay
Reactor 500M	3726.1	The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning	-
SARSA	89.0	-	-
IMPALA (deep)	108590.05	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
DNA	165973	DNA: Proximal Policy Optimization with a Dual Network Architecture
DQN noop	1364.5	Deep Reinforcement Learning with Double Q-learning
POP3D	2488.1	Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization
ES FF (1 hour) noop	1562.0	Evolution Strategies as a Scalable Alternative to Reinforcement Learning
QR-DQN-1	4226	Distributional Reinforcement Learning with Quantile Regression
Advantage Learning	1924.42	Increasing the Action Gap: New Operators for Reinforcement Learning
Prior+Duel hs	1021.9	Deep Reinforcement Learning with Double Q-learning
Ape-X	155495.1	Distributed Prioritized Experience Replay

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