Atari Games On Atari 2600 Gopher

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-I3	488830	Generalized Data Distribution Iteration	-
GDI-H3	473560	Generalized Data Distribution Iteration	-
MuZero	130345.58	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
R2D2	124776.3	Recurrent Experience Replay in Distributed Reinforcement Learning	-
MuZero (Res2 Adam)	122882.5	Online and Offline Reinforcement Learning by Planning with a Learned Model
Ape-X	120500.9	Distributed Prioritized Experience Replay
IQN	118365	Implicit Quantile Networks for Distributional Reinforcement Learning
Agent57	117777.08	Agent57: Outperforming the Atari Human Benchmark
QR-DQN-1	113585	Distributional Reinforcement Learning with Quantile Regression
Prior+Duel hs	105148.4	Deep Reinforcement Learning with Double Q-learning
Prior+Duel noop	104368.2	Dueling Network Architectures for Deep Reinforcement Learning
ASL DDQN	103514.4	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
DreamerV2	92282	Mastering Atari with Discrete World Models
DNA	80104	DNA: Proximal Policy Optimization with a Dual Network Architecture
IMPALA (deep)	66782.30	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
DDQN+Pop-Art noop	56218.2	Learning values across many orders of magnitude	-
NoisyNet-Dueling	38909	Noisy Networks for Exploration
Prior hs	34858.8	Prioritized Experience Replay
C51 noop	33641.0	A Distributional Perspective on Reinforcement Learning
Prior noop	32487.2	Prioritized Experience Replay

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