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SOTA
Atari Games
Atari Games On Atari 2600 River Raid
Atari Games On Atari 2600 River Raid
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Score
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
Score
Paper Title
Repository
A3C LSTM hs
6591.9
Asynchronous Methods for Deep Reinforcement Learning
GDI-I3
28075
Generalized Data Distribution Iteration
-
Duel noop
21162.6
Dueling Network Architectures for Deep Reinforcement Learning
Gorila
5310.3
Massively Parallel Methods for Deep Reinforcement Learning
Nature DQN
8316.0
Human level control through deep reinforcement learning
MuZero
323417.18
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
C51 noop
17322.0
A Distributional Perspective on Reinforcement Learning
DDQN+Pop-Art noop
12530.8
Learning values across many orders of magnitude
-
DQN hs
4748.5
Deep Reinforcement Learning with Double Q-learning
UCT
4449
The Arcade Learning Environment: An Evaluation Platform for General Agents
DDQN (tuned) noop
14884.5
Dueling Network Architectures for Deep Reinforcement Learning
Prior+Duel noop
20607.6
Dueling Network Architectures for Deep Reinforcement Learning
DNA
16789
DNA: Proximal Policy Optimization with a Dual Network Architecture
A3C FF hs
12201.8
Asynchronous Methods for Deep Reinforcement Learning
R2D2
45632.1
Recurrent Experience Replay in Distributed Reinforcement Learning
-
A3C FF (1 day) hs
10001.2
Asynchronous Methods for Deep Reinforcement Learning
DDQN (tuned) hs
10838.4
Deep Reinforcement Learning with Double Q-learning
FQF
23560.7
Fully Parameterized Quantile Function for Distributional Reinforcement Learning
GDI-H3
28349
Generalized Data Distribution Iteration
-
ES FF (1 hour) noop
5009.0
Evolution Strategies as a Scalable Alternative to Reinforcement Learning
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