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المنصة
الرئيسية
SOTA
ألعاب أتاري
Atari Games On Atari 2600 Name This Game
Atari Games On Atari 2600 Name This Game
المقاييس
Score
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Score
Paper Title
MuZero
157177.85
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
MuZero (Res2 Adam)
101197.71
Online and Offline Reinforcement Learning by Planning with a Learned Model
R2D2
58182.7
Recurrent Experience Replay in Distributed Reinforcement Learning
Agent57
54386.77
Agent57: Outperforming the Atari Human Benchmark
GDI-H3
36296
Generalized Data Distribution Iteration
GDI-I3
34434
Generalized Data Distribution Iteration
GDI-I3
34434
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
Ape-X
25783.3
Distributed Prioritized Experience Replay
IQN
22682
Implicit Quantile Networks for Distributional Reinforcement Learning
QR-DQN-1
21890
Distributional Reinforcement Learning with Quantile Regression
IMPALA (deep)
21537.20
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
DNA
20226
DNA: Proximal Policy Optimization with a Dual Network Architecture
ASL DDQN
16535.4
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
DDQN+Pop-Art noop
15851.2
Learning values across many orders of magnitude
Prior+Duel noop
15572.5
Dueling Network Architectures for Deep Reinforcement Learning
UCT
15410
The Arcade Learning Environment: An Evaluation Platform for General Agents
A2C + SIL
14958.2
Self-Imitation Learning
DreamerV2
14649
Mastering Atari with Discrete World Models
Prior+Duel hs
13637.9
Deep Reinforcement Learning with Double Q-learning
C51 noop
12542.0
A Distributional Perspective on Reinforcement Learning
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