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이 벤치마크에서 각 모델의 성능 결과
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모델 이름
Score
Paper Title
Repository
Duel hs
11185.1
Dueling Network Architectures for Deep Reinforcement Learning
ES FF (1 hour) noop
4503.0
Evolution Strategies as a Scalable Alternative to Reinforcement Learning
Bootstrapped DQN
11501.1
Deep Exploration via Bootstrapped DQN
Prior+Duel noop
15572.5
Dueling Network Architectures for Deep Reinforcement Learning
GDI-H3
36296
Generalized Data Distribution Iteration
-
A2C + SIL
14958.2
Self-Imitation Learning
DQN noop
8207.8
Deep Reinforcement Learning with Double Q-learning
IMPALA (deep)
21537.20
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Nature DQN
7257.0
Human level control through deep reinforcement learning
QR-DQN-1
21890
Distributional Reinforcement Learning with Quantile Regression
SARSA
2247.0
-
-
Prior+Duel hs
13637.9
Deep Reinforcement Learning with Double Q-learning
GDI-I3
34434
Generalized Data Distribution Iteration
-
C51 noop
12542.0
A Distributional Perspective on Reinforcement Learning
ASL DDQN
16535.4
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
-
DDQN (tuned) hs
8960.3
Deep Reinforcement Learning with Double Q-learning
A3C LSTM hs
12093.7
Asynchronous Methods for Deep Reinforcement Learning
NoisyNet-Dueling
12211
Noisy Networks for Exploration
MuZero
157177.85
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
A3C FF hs
10476.1
Asynchronous Methods for Deep Reinforcement Learning
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