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المنصة
الرئيسية
SOTA
ألعاب أتاري
Atari Games On Atari 2600 Time Pilot
Atari Games On Atari 2600 Time Pilot
المقاييس
Score
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Score
Paper Title
MuZero
476763.90
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
GDI-H3
450810
Generalized Data Distribution Iteration
R2D2
445377.3
Recurrent Experience Replay in Distributed Reinforcement Learning
MuZero (Res2 Adam)
424011.16
Online and Offline Reinforcement Learning by Planning with a Learned Model
Agent57
405425.31
Agent57: Outperforming the Atari Human Benchmark
GDI-I3
216770
Generalized Data Distribution Iteration
GDI-I3
216770
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
Ape-X
87085
Distributed Prioritized Experience Replay
UCT
63854.5
The Arcade Learning Environment: An Evaluation Platform for General Agents
IMPALA (deep)
48481.50
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
DreamerV2
37945
Mastering Atari with Discrete World Models
A3C LSTM hs
27202.0
Asynchronous Methods for Deep Reinforcement Learning
Rational DQN Average
17632
Adaptive Rational Activations to Boost Deep Reinforcement Learning
NoisyNet-Dueling
17301
Noisy Networks for Exploration
Recurrent Rational DQN Average
13261
Adaptive Rational Activations to Boost Deep Reinforcement Learning
DNA
12774
DNA: Proximal Policy Optimization with a Dual Network Architecture
A3C FF hs
12679.0
Asynchronous Methods for Deep Reinforcement Learning
IQN
12236
Implicit Quantile Networks for Distributional Reinforcement Learning
ASL DDQN
12071
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
CGP
12040
Evolving simple programs for playing Atari games
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