Atari Games On Atari 2600 Asterix

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	999999	Generalized Data Distribution Iteration	-
R2D2	999153.3	Recurrent Experience Replay in Distributed Reinforcement Learning	-
MuZero	998425.00	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Agent57	991384.42	Agent57: Outperforming the Atari Human Benchmark
MuZero (Res2 Adam)	862406.65	Online and Offline Reinforcement Learning by Planning with a Learned Model
GDI-I3	759910	Generalized Data Distribution Iteration	-
FQF	578388.5	Fully Parameterized Quantile Function for Distributional Reinforcement Learning
ASL DDQN	567640	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
C51 noop	406211	A Distributional Perspective on Reinforcement Learning
Prior+Duel noop	375080.0	Dueling Network Architectures for Deep Reinforcement Learning
Prior+Duel hs	364200.0	Dueling Network Architectures for Deep Reinforcement Learning
Prior+Duel hs	364200.0	Deep Reinforcement Learning with Double Q-learning
IQN	342016	Implicit Quantile Networks for Distributional Reinforcement Learning
DNA	323965	DNA: Proximal Policy Optimization with a Dual Network Architecture
Ape-X	313305	Distributed Prioritized Experience Replay
IMPALA (deep)	300732.00	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
UCT	290700	The Arcade Learning Environment: An Evaluation Platform for General Agents
QR-DQN-1	261025	Distributional Reinforcement Learning with Quantile Regression
Reactor 500M	205914.0	The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning	-
DreamerV2	72311	Mastering Atari with Discrete World Models

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