Atari Games On Atari 2600 Pong

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
Prior hs	18.9	Prioritized Experience Replay
ES FF (1 hour) noop	21.0	Evolution Strategies as a Scalable Alternative to Reinforcement Learning
CGP	20	Evolving simple programs for playing Atari games
NoisyNet-Dueling	21	Noisy Networks for Exploration
Discrete Latent Space World Model (VQ-VAE)	20.2	Smaller World Models for Reinforcement Learning	-
Recurrent Rational DQN Average	18.13	Adaptive Rational Activations to Boost Deep Reinforcement Learning
MAC	10.6	Mean Actor Critic
DDQN (tuned) noop	20.9	Dueling Network Architectures for Deep Reinforcement Learning
DreamerV2	20	Mastering Atari with Discrete World Models
C51 noop	20.9	A Distributional Perspective on Reinforcement Learning
DNA	19.7	DNA: Proximal Policy Optimization with a Dual Network Architecture
DQN Best	21	Playing Atari with Deep Reinforcement Learning
Nature DQN	18.9	Human level control through deep reinforcement learning
Gorila	16.7	Massively Parallel Methods for Deep Reinforcement Learning
MuZero (Res2 Adam)	20.95	Online and Offline Reinforcement Learning by Planning with a Learned Model
CURL	2.1	CURL: Contrastive Unsupervised Representations for Reinforcement Learning
DQN noop	19.5	Deep Reinforcement Learning with Double Q-learning
Advantage Learning	19.66	Increasing the Action Gap: New Operators for Reinforcement Learning
Ape-X	20.9	Distributed Prioritized Experience Replay
GDI-I3	21	Generalized Data Distribution Iteration	-

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