Atari Games On Atari 2600 Space Invaders

Score

评测结果

各个模型在此基准测试上的表现结果

模型名称	Score	Paper Title	Repository
A3C FF (1 day) hs	2214.7	Asynchronous Methods for Deep Reinforcement Learning
ES FF (1 hour) noop	678.5	Evolution Strategies as a Scalable Alternative to Reinforcement Learning
Prior noop	2865.8	Prioritized Experience Replay
DreamerV2	2474	Mastering Atari with Discrete World Models
IDVQ + DRSC + XNES	830	Playing Atari with Six Neurons
POP3D	1216.15	Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization
GDI-I3	140460	GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning	-
DDQN+Pop-Art noop	2589.7	Learning values across many orders of magnitude	-
GDI-I3	140460	Generalized Data Distribution Iteration	-
FQF	46498.3	Fully Parameterized Quantile Function for Distributional Reinforcement Learning
DQN noop	1692.3	Deep Reinforcement Learning with Double Q-learning
Gorila	1183.3	Massively Parallel Methods for Deep Reinforcement Learning
NoisyNet-Dueling	5909	Noisy Networks for Exploration
A3C FF hs	15730.5	Asynchronous Methods for Deep Reinforcement Learning
A3C LSTM hs	23846.0	Asynchronous Methods for Deep Reinforcement Learning
DQN Best	1075	Playing Atari with Deep Reinforcement Learning
DNA	2731	DNA: Proximal Policy Optimization with a Dual Network Architecture
Prior+Duel hs	8978.0	Deep Reinforcement Learning with Double Q-learning
GDI-H3	154380	Generalized Data Distribution Iteration	-
R2D2	43223.4	Recurrent Experience Replay in Distributed Reinforcement Learning	-

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