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المنصة
الرئيسية
SOTA
ألعاب أتاري
Atari Games On Atari 2600 Zaxxon
Atari Games On Atari 2600 Zaxxon
المقاييس
Score
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Score
Paper Title
MuZero
725853.90
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Agent57
249808.9
Agent57: Outperforming the Atari Human Benchmark
R2D2
224910.7
Recurrent Experience Replay in Distributed Reinforcement Learning
GDI-H3
216020
Generalized Data Distribution Iteration
MuZero (Res2 Adam)
154131.86
Online and Offline Reinforcement Learning by Planning with a Learned Model
GDI-I3
109140
Generalized Data Distribution Iteration
DreamerV2
50699
Mastering Atari with Discrete World Models
Ape-X
42285.5
Distributed Prioritized Experience Replay
IMPALA (deep)
32935.50
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
A3C FF hs
24622.0
Asynchronous Methods for Deep Reinforcement Learning
A3C LSTM hs
23519.0
Asynchronous Methods for Deep Reinforcement Learning
UCT
22610
The Arcade Learning Environment: An Evaluation Platform for General Agents
DNA
22588
DNA: Proximal Policy Optimization with a Dual Network Architecture
IQN
21772
Implicit Quantile Networks for Distributional Reinforcement Learning
ASL DDQN
16420
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
RIMs-PPO
15000
Recurrent Independent Mechanisms
NoisyNet-Dueling
14874
Noisy Networks for Exploration
DDQN+Pop-Art noop
14402.0
Learning values across many orders of magnitude
Prior+Duel noop
13886.0
Dueling Network Architectures for Deep Reinforcement Learning
QR-DQN-1
13112
Distributional Reinforcement Learning with Quantile Regression
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