Atari Games On Atari 2600 Berzerk

评估指标

Score

评测结果

各个模型在此基准测试上的表现结果

		Paper Title	Repository
Go-Explore	197376	First return, then explore
MuZero	85932.60	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Agent57	61507.83	Agent57: Outperforming the Atari Human Benchmark
Ape-X	57196.7	Distributed Prioritized Experience Replay
R2D2	53318.7	Recurrent Experience Replay in Distributed Reinforcement Learning	-
DNA	19789	DNA: Proximal Policy Optimization with a Dual Network Architecture
GDI-H3	14649	Generalized Data Distribution Iteration	-
FQF	12422.2	Fully Parameterized Quantile Function for Distributional Reinforcement Learning
GDI-I3	7607	GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning	-
GDI-I3	7607	Generalized Data Distribution Iteration	-
Prior+Duel noop	3409.0	Dueling Network Architectures for Deep Reinforcement Learning
QR-DQN-1	3117	Distributional Reinforcement Learning with Quantile Regression
MuZero (Res2 Adam)	2705.82	Online and Offline Reinforcement Learning by Planning with a Learned Model
ASL DDQN	2597.2	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
Reactor 500M	2303.1	The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning	-
Prior+Duel hs	2178.6	Deep Reinforcement Learning with Double Q-learning
NoisyNet-Dueling	1896	Noisy Networks for Exploration
IMPALA (deep)	1852.70	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
C51 noop	1645.0	A Distributional Perspective on Reinforcement Learning
Duel noop	1472.6	Dueling Network Architectures for Deep Reinforcement Learning

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