Atari Games On Atari 2600 Space Invaders

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	154380	Generalized Data Distribution Iteration	-
GDI-H3(200M frames)	154380	Generalized Data Distribution Iteration	-
GDI-I3	140460	GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning	-
GDI-I3	140460	Generalized Data Distribution Iteration	-
MuZero	74335.30	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Ape-X	54681	Distributed Prioritized Experience Replay
Agent57	48680.86	Agent57: Outperforming the Atari Human Benchmark
FQF	46498.3	Fully Parameterized Quantile Function for Distributional Reinforcement Learning
IMPALA (deep)	43595.78	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
R2D2	43223.4	Recurrent Experience Replay in Distributed Reinforcement Learning	-
IQN	28888	Implicit Quantile Networks for Distributional Reinforcement Learning
A3C LSTM hs	23846.0	Asynchronous Methods for Deep Reinforcement Learning
ASL DDQN	21602	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
QR-DQN-1	20972	Distributional Reinforcement Learning with Quantile Regression
A3C FF hs	15730.5	Asynchronous Methods for Deep Reinforcement Learning
Prior+Duel noop	15311.5	Dueling Network Architectures for Deep Reinforcement Learning
Rainbow	12629.0	Rainbow: Combining Improvements in Deep Reinforcement Learning
Prior+Duel hs	8978.0	Deep Reinforcement Learning with Double Q-learning
Duel noop	6427.3	Dueling Network Architectures for Deep Reinforcement Learning
Duel hs	5993.1	Dueling Network Architectures for Deep Reinforcement Learning

0 of 55 row(s) selected.