Atari Games On Atari 2600 Asteroids

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	760005	Generalized Data Distribution Iteration	-
GDI-I3	751970	Generalized Data Distribution Iteration	-
MuZero	678558.64	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
MuZero (Res2 Adam)	476412	Online and Offline Reinforcement Learning by Planning with a Learned Model
R2D2	357867.7	Recurrent Experience Replay in Distributed Reinforcement Learning	-
DNA	165973	DNA: Proximal Policy Optimization with a Dual Network Architecture
Ape-X	155495.1	Distributed Prioritized Experience Replay
Agent57	150854.61	Agent57: Outperforming the Atari Human Benchmark
IMPALA (deep)	108590.05	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
NoisyNet-Dueling	86700	Noisy Networks for Exploration
DreamerV2	41526	Mastering Atari with Discrete World Models
CGP	9412	Evolving simple programs for playing Atari games
A3C LSTM hs	5093.1	Asynchronous Methods for Deep Reinforcement Learning
UCT	4660.6	The Arcade Learning Environment: An Evaluation Platform for General Agents
FQF	4553.0	Fully Parameterized Quantile Function for Distributional Reinforcement Learning
A3C FF hs	4474.5	Asynchronous Methods for Deep Reinforcement Learning
QR-DQN-1	4226	Distributional Reinforcement Learning with Quantile Regression
Reactor 500M	3726.1	The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning	-
A3C FF (1 day) hs	3009.4	Asynchronous Methods for Deep Reinforcement Learning
IQN	2898	Implicit Quantile Networks for Distributional Reinforcement Learning

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