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Atari Games On Atari 2600 Demon Attack

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 TitleRepository
GDI-H3787985Generalized Data Distribution Iteration-
GDI-I3675530Generalized Data Distribution Iteration-
GDI-I3675530GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning-
RIMs-PPO230324--
MuZero143964.26Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
MuZero (Res2 Adam)143838.04Online and Offline Reinforcement Learning by Planning with a Learned Model
Agent57143161.44Agent57: Outperforming the Atari Human Benchmark
R2D2140002.3Recurrent Experience Replay in Distributed Reinforcement Learning-
Ape-X133086.4Distributed Prioritized Experience Replay
IMPALA (deep)132826.98IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
C51 noop130955.0A Distributional Perspective on Reinforcement Learning
IQN128580Implicit Quantile Networks for Distributional Reinforcement Learning
QR-DQN-1121551Distributional Reinforcement Learning with Quantile Regression
ASL DDQN119773.9Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
A3C LSTM hs115201.9Asynchronous Methods for Deep Reinforcement Learning
Reactor 500M115154.0The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning-
A3C FF hs113308.4Asynchronous Methods for Deep Reinforcement Learning
DNA97909DNA: Proximal Policy Optimization with a Dual Network Architecture
A3C FF (1 day) hs84997.5Asynchronous Methods for Deep Reinforcement Learning
Bootstrapped DQN82610Deep Exploration via Bootstrapped DQN
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Atari Games On Atari 2600 Demon Attack | SOTA | HyperAI超神经