Atari Games On Atari 2600 Demon Attack

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
GDI-H3	787985	Generalized Data Distribution Iteration	-
GDI-I3	675530	Generalized Data Distribution Iteration	-
GDI-I3	675530	GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning	-
RIMs-PPO	230324	-	-
MuZero	143964.26	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
MuZero (Res2 Adam)	143838.04	Online and Offline Reinforcement Learning by Planning with a Learned Model
Agent57	143161.44	Agent57: Outperforming the Atari Human Benchmark
R2D2	140002.3	Recurrent Experience Replay in Distributed Reinforcement Learning	-
Ape-X	133086.4	Distributed Prioritized Experience Replay
IMPALA (deep)	132826.98	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
C51 noop	130955.0	A Distributional Perspective on Reinforcement Learning
IQN	128580	Implicit Quantile Networks for Distributional Reinforcement Learning
QR-DQN-1	121551	Distributional Reinforcement Learning with Quantile Regression
ASL DDQN	119773.9	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
A3C LSTM hs	115201.9	Asynchronous Methods for Deep Reinforcement Learning
Reactor 500M	115154.0	The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning	-
A3C FF hs	113308.4	Asynchronous Methods for Deep Reinforcement Learning
DNA	97909	DNA: Proximal Policy Optimization with a Dual Network Architecture
A3C FF (1 day) hs	84997.5	Asynchronous Methods for Deep Reinforcement Learning
Bootstrapped DQN	82610	Deep Exploration via Bootstrapped DQN

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