Atari Games On Atari 2600 Hero

Score

Results

Performance results of various models on this benchmark

Model Name	Score	Paper Title	Repository
FQF	30926.2	Fully Parameterized Quantile Function for Distributional Reinforcement Learning	-
DQN noop	20437.8	Deep Reinforcement Learning with Double Q-learning	-
Nature DQN	19950	Human level control through deep reinforcement learning
Prior+Duel hs	15459.2	Deep Reinforcement Learning with Double Q-learning	-
CGP	2974	Evolving simple programs for playing Atari games	-
A2C + SIL	33156.7	Self-Imitation Learning	-
Prior+Duel noop	21036.5	Dueling Network Architectures for Deep Reinforcement Learning	-
Ape-X	31655.9	Distributed Prioritized Experience Replay	-
Gorila	8963.4	Massively Parallel Methods for Deep Reinforcement Learning	-
DDQN (tuned) noop	20130.2	Dueling Network Architectures for Deep Reinforcement Learning	-
A3C FF hs	32464.1	Asynchronous Methods for Deep Reinforcement Learning	-
DreamerV2	21868	Mastering Atari with Discrete World Models	-
Bootstrapped DQN	21021.3	Deep Exploration via Bootstrapped DQN	-
MuZero (Res2 Adam)	37234.31	Online and Offline Reinforcement Learning by Planning with a Learned Model	-
A3C LSTM hs	28889.5	Asynchronous Methods for Deep Reinforcement Learning	-
UCT	12859.5	The Arcade Learning Environment: An Evaluation Platform for General Agents	-
Prior hs	20889.9	Prioritized Experience Replay	-
Duel hs	15207.9	Dueling Network Architectures for Deep Reinforcement Learning	-
GDI-I3	38330	Generalized Data Distribution Iteration	-
Persistent AL	24175.79	Increasing the Action Gap: New Operators for Reinforcement Learning	-

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