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المنصة
الرئيسية
SOTA
ألعاب أتاري
Atari Games On Atari 2600 Berzerk
Atari Games On Atari 2600 Berzerk
المقاييس
Score
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Score
Paper Title
Go-Explore
197376
First return, then explore
MuZero
85932.60
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Agent57
61507.83
Agent57: Outperforming the Atari Human Benchmark
Ape-X
57196.7
Distributed Prioritized Experience Replay
R2D2
53318.7
Recurrent Experience Replay in Distributed Reinforcement Learning
DNA
19789
DNA: Proximal Policy Optimization with a Dual Network Architecture
GDI-H3
14649
Generalized Data Distribution Iteration
FQF
12422.2
Fully Parameterized Quantile Function for Distributional Reinforcement Learning
GDI-I3
7607
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
GDI-I3
7607
Generalized Data Distribution Iteration
Prior+Duel noop
3409.0
Dueling Network Architectures for Deep Reinforcement Learning
QR-DQN-1
3117
Distributional Reinforcement Learning with Quantile Regression
MuZero (Res2 Adam)
2705.82
Online and Offline Reinforcement Learning by Planning with a Learned Model
ASL DDQN
2597.2
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
Reactor 500M
2303.1
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning
Prior+Duel hs
2178.6
Deep Reinforcement Learning with Double Q-learning
NoisyNet-Dueling
1896
Noisy Networks for Exploration
IMPALA (deep)
1852.70
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
C51 noop
1645.0
A Distributional Perspective on Reinforcement Learning
Duel noop
1472.6
Dueling Network Architectures for Deep Reinforcement Learning
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