Atari Games On Atari 2600 Asteroids

Score

Results

Performance results of various models on this benchmark

Model Name	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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