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System

Atari Games On Atari 2600 Surround

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Score

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

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

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