Atari Games On Atari 2600 Alien

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
MuZero	741812.63	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Agent57	297638.17	Agent57: Outperforming the Atari Human Benchmark
GDI-H3(1B frames)	279700	GDI: Rethinking What Makes Reinforcement Learning Different from Supervised Learning	-
R2D2	229496.9	Recurrent Experience Replay in Distributed Reinforcement Learning	-
MuZero (Res2 Adam)	70192.35	Online and Offline Reinforcement Learning by Planning with a Learned Model
GDI-H3	48735	Generalized Data Distribution Iteration	-
GDI-I3	43384	Generalized Data Distribution Iteration	-
Ape-X	40804.9	Distributed Prioritized Experience Replay
FQF	16754.6	Fully Parameterized Quantile Function for Distributional Reinforcement Learning
IMPALA (deep)	15962.10	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Reactor 500M	12689.1	The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning	-
UCT	7785	The Arcade Learning Environment: An Evaluation Platform for General Agents
IQN	7022	Implicit Quantile Networks for Distributional Reinforcement Learning
ASL DDQN	6955.2	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
NoisyNet-Dueling	5778	Noisy Networks for Exploration
Persistent AL	5699.81	Increasing the Action Gap: New Operators for Reinforcement Learning
DNA	5021	DNA: Proximal Policy Optimization with a Dual Network Architecture
Advantage Learning	4990.91	Increasing the Action Gap: New Operators for Reinforcement Learning
QR-DQN-1	4871	Distributional Reinforcement Learning with Quantile Regression
Duel noop	4461.4	Dueling Network Architectures for Deep Reinforcement Learning

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