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SOTA
Atari 游戏
Atari Games On Atari 2600 Chopper Command
Atari Games On Atari 2600 Chopper Command
评估指标
Score
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
Score
Paper Title
Repository
GDI-H3
999999
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
-
GDI-I3
999999
Generalized Data Distribution Iteration
-
GDI-H3
999999
Generalized Data Distribution Iteration
-
Agent57
999900
Agent57: Outperforming the Atari Human Benchmark
MuZero
991039.70
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
R2D2
986652.0
Recurrent Experience Replay in Distributed Reinforcement Learning
-
FQF
876460.0
Fully Parameterized Quantile Function for Distributional Reinforcement Learning
Ape-X
721851
Distributed Prioritized Experience Replay
Reactor 500M
107779.0
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning
-
UCT
34018.8
The Arcade Learning Environment: An Evaluation Platform for General Agents
DNA
31181
DNA: Proximal Policy Optimization with a Dual Network Architecture
IMPALA (deep)
28255.00
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
IQN
16836
Implicit Quantile Networks for Distributional Reinforcement Learning
C51 noop
15600.0
A Distributional Perspective on Reinforcement Learning
ASL DDQN
15071
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
QR-DQN-1
14667
Distributional Reinforcement Learning with Quantile Regression
Prior+Duel noop
13185.0
Dueling Network Architectures for Deep Reinforcement Learning
NoisyNet-Dueling
11477
Noisy Networks for Exploration
Duel noop
11215.0
Dueling Network Architectures for Deep Reinforcement Learning
A3C LSTM hs
10150.0
Asynchronous Methods for Deep Reinforcement Learning
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