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المنصة
الرئيسية
SOTA
ألعاب أتاري
Atari Games On Atari 2600 Atlantis
Atari Games On Atari 2600 Atlantis
المقاييس
Score
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Score
Paper Title
GDI-H3
3837300
Generalized Data Distribution Iteration
GDI-I3
3803000
Generalized Data Distribution Iteration
A2C + SIL
3084781.7
Self-Imitation Learning
POP3D
2193605.67
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization
MuZero
1674767.20
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
R2D2
1620764.0
Recurrent Experience Replay in Distributed Reinforcement Learning
Agent57
1528841.76
Agent57: Outperforming the Atari Human Benchmark
Persistent AL
1465250
Increasing the Action Gap: New Operators for Reinforcement Learning
ES FF (1 hour) noop
1267410.0
Evolution Strategies as a Scalable Alternative to Reinforcement Learning
MuZero (Res2 Adam)
1137475.12
Online and Offline Reinforcement Learning by Planning with a Learned Model
Bootstrapped DQN
994500
Deep Exploration via Bootstrapped DQN
DreamerV2
978778
Mastering Atari with Discrete World Models
IQN
978200
Implicit Quantile Networks for Distributional Reinforcement Learning
NoisyNet-Dueling
972175
Noisy Networks for Exploration
QR-DQN-1
971850
Distributional Reinforcement Learning with Quantile Regression
ASL DDQN
947275
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
Ape-X
944497.5
Distributed Prioritized Experience Replay
DNA
932559
DNA: Proximal Policy Optimization with a Dual Network Architecture
A3C FF hs
911091.0
Asynchronous Methods for Deep Reinforcement Learning
A3C LSTM hs
875822.0
Asynchronous Methods for Deep Reinforcement Learning
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