Atari Games On Atari 2600 Road Runner

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	-
GDI-I3	878600	Generalized Data Distribution Iteration	-
GDI-I3	878600	GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning	-
MuZero	613411.80	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
R2D2	599246.7	Recurrent Experience Replay in Distributed Reinforcement Learning	-
MuZero (Res2 Adam)	531097	Online and Offline Reinforcement Learning by Planning with a Learned Model
Agent57	243025.8	Agent57: Outperforming the Atari Human Benchmark
NoisyNet-Dueling	234352	Noisy Networks for Exploration
Ape-X	222234.5	Distributed Prioritized Experience Replay
DreamerV2	203576	Mastering Atari with Discrete World Models
A3C LSTM hs	73949.0	Asynchronous Methods for Deep Reinforcement Learning
Duel noop	69524.0	Dueling Network Architectures for Deep Reinforcement Learning
QR-DQN-1	64262	Distributional Reinforcement Learning with Quantile Regression
Prior+Duel noop	62151.0	Dueling Network Architectures for Deep Reinforcement Learning
DNA	61713	DNA: Proximal Policy Optimization with a Dual Network Architecture
Duel hs	58549.0	Dueling Network Architectures for Deep Reinforcement Learning
IQN	57900	Implicit Quantile Networks for Distributional Reinforcement Learning
Prior noop	57608.0	Prioritized Experience Replay
IMPALA (deep)	57121.00	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
A2C + SIL	57071.7	Self-Imitation Learning

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