Atari Games On Atari 2600 Alien

Score

Results

Performance results of various models on this benchmark

Model Name	Score	Paper Title	Repository
DNA	5021	DNA: Proximal Policy Optimization with a Dual Network Architecture	-
Persistent AL	5699.81	Increasing the Action Gap: New Operators for Reinforcement Learning	-
Prior+Duel noop	3941.0	Dueling Network Architectures for Deep Reinforcement Learning	-
A2C + SIL	2242.2	Self-Imitation Learning	-
A3C LSTM hs	945.3	Asynchronous Methods for Deep Reinforcement Learning	-
GDI-H3	48735	Generalized Data Distribution Iteration	-
CGP	1978	Evolving simple programs for playing Atari games	-
Best Learner	939.2	The Arcade Learning Environment: An Evaluation Platform for General Agents	-
MuZero	741812.63	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	-
R2D2	229496.9	Recurrent Experience Replay in Distributed Reinforcement Learning	-
Gorila	813.5	Massively Parallel Methods for Deep Reinforcement Learning	-
DDQN (tuned) hs	1033.4	Deep Reinforcement Learning with Double Q-learning	-
A3C FF hs	518.4	Asynchronous Methods for Deep Reinforcement Learning	-
Prior noop	4203.8	Prioritized Experience Replay	-
SAC	216.9	Soft Actor-Critic for Discrete Action Settings	-
Duel noop	4461.4	Dueling Network Architectures for Deep Reinforcement Learning	-
DDQN (tuned) noop	3747.7	Dueling Network Architectures for Deep Reinforcement Learning	-
Reactor 500M	12689.1	The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning	-
GDI-H3(1B frames)	279700	GDI: Rethinking What Makes Reinforcement Learning Different from Supervised Learning	-
Bootstrapped DQN	2436.6	Deep Exploration via Bootstrapped DQN	-

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