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Atari Games On Atari 2600 Surround

Metrics

Score

Results

Performance results of various models on this benchmark

		Paper Title	Repository
NoisyNet-Dueling	10	Noisy Networks for Exploration
MuZero	9.99	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
MuZero (Res2 Adam)	9.9	Online and Offline Reinforcement Learning by Planning with a Learned Model
R2D2	9.9	Recurrent Experience Replay in Distributed Reinforcement Learning	-
Agent57	9.5	Agent57: Outperforming the Atari Human Benchmark
IQN	9.4	Implicit Quantile Networks for Distributional Reinforcement Learning
QR-DQN-1	8.2	Distributional Reinforcement Learning with Quantile Regression
IMPALA (deep)	7.56	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Ape-X	7.1	Distributed Prioritized Experience Replay
DNA	5.3	DNA: Proximal Policy Optimization with a Dual Network Architecture
GDI-H3	2.606	Generalized Data Distribution Iteration	-
ASL DDQN	2.5	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
Persistent AL	0.72	Increasing the Action Gap: New Operators for Reinforcement Learning
GDI-I3	-7.8	Generalized Data Distribution Iteration	-
GDI-I3	-7.8	GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning	-

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