Atari Games On Atari 2600 Phoenix

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	959580	Generalized Data Distribution Iteration	-
MuZero	955137.84	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Agent57	908264.15	Agent57: Outperforming the Atari Human Benchmark
GDI-I3	894460	Generalized Data Distribution Iteration	-
GDI-I3	894460	GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning	-
R2D2	864020.0	Recurrent Experience Replay in Distributed Reinforcement Learning	-
MuZero (Res2 Adam)	815728.7	Online and Offline Reinforcement Learning by Planning with a Learned Model
DNA	391085	DNA: Proximal Policy Optimization with a Dual Network Architecture
Ape-X	224491.1	Distributed Prioritized Experience Replay
IMPALA (deep)	210996.45	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
FQF	174077.5	Fully Parameterized Quantile Function for Distributional Reinforcement Learning
ASL DDQN	71752.6	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
Prior+Duel hs	63597.0	Dueling Network Architectures for Deep Reinforcement Learning
IQN	56599	Implicit Quantile Networks for Distributional Reinforcement Learning
DreamerV2	49375	Mastering Atari with Discrete World Models
Advantage Learning	22038.27	Increasing the Action Gap: New Operators for Reinforcement Learning
QR-DQN-1	16585	Distributional Reinforcement Learning with Quantile Regression
Persistent AL	14495.56	Increasing the Action Gap: New Operators for Reinforcement Learning
NoisyNet-Dueling	10379	Noisy Networks for Exploration
CGP	7520	Evolving simple programs for playing Atari games

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