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Atari Games
Atari Games On Atari 2600 Road Runner
Atari Games On Atari 2600 Road Runner
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평가 결과
이 벤치마크에서 각 모델의 성능 결과
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모델 이름
Score
Paper Title
Repository
CURL
6786.7
CURL: Contrastive Unsupervised Representations for Reinforcement Learning
MuZero
613411.80
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
R2D2
599246.7
Recurrent Experience Replay in Distributed Reinforcement Learning
-
QR-DQN-1
64262
Distributional Reinforcement Learning with Quantile Regression
C51 noop
55839.0
A Distributional Perspective on Reinforcement Learning
IMPALA (deep)
57121.00
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Duel hs
58549.0
Dueling Network Architectures for Deep Reinforcement Learning
A2C + SIL
57071.7
Self-Imitation Learning
Agent57
243025.8
Agent57: Outperforming the Atari Human Benchmark
IQN
57900
Implicit Quantile Networks for Distributional Reinforcement Learning
DQN hs
35215.0
Deep Reinforcement Learning with Double Q-learning
GDI-H3
999999
Generalized Data Distribution Iteration
-
Best Learner
67.7
The Arcade Learning Environment: An Evaluation Platform for General Agents
Prior+Duel hs
54630.0
Deep Reinforcement Learning with Double Q-learning
DDQN (tuned) hs
43156.0
Deep Reinforcement Learning with Double Q-learning
GDI-I3
878600
Generalized Data Distribution Iteration
-
Duel noop
69524.0
Dueling Network Architectures for Deep Reinforcement Learning
DNA
61713
DNA: Proximal Policy Optimization with a Dual Network Architecture
SAC
305.3
Soft Actor-Critic for Discrete Action Settings
ASL DDQN
56520
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
-
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