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SOTA
Atari Games
Atari Games On Atari 2600 Star Gunner
Atari Games On Atari 2600 Star Gunner
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Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
Score
Paper Title
Repository
Prior noop
63302.0
Prioritized Experience Replay
Bootstrapped DQN
55725
Deep Exploration via Bootstrapped DQN
Gorila
14919.2
Massively Parallel Methods for Deep Reinforcement Learning
GDI-I3
465750
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
-
SARSA
9.4
Human level control through deep reinforcement learning
Advantage Learning
61353.59
Increasing the Action Gap: New Operators for Reinforcement Learning
POP3D
48984
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization
Prior+Duel noop
125117.0
Dueling Network Architectures for Deep Reinforcement Learning
GDI-H3
677590
Generalized Data Distribution Iteration
-
A3C FF (1 day) hs
64393.0
Asynchronous Methods for Deep Reinforcement Learning
C51 noop
49095.0
A Distributional Perspective on Reinforcement Learning
Nature DQN
57997.0
Human level control through deep reinforcement learning
Prior hs
61582.0
Prioritized Experience Replay
DreamerV2
7800
Mastering Atari with Discrete World Models
R2D2
717344.0
Recurrent Experience Replay in Distributed Reinforcement Learning
-
Duel noop
89238.0
Dueling Network Architectures for Deep Reinforcement Learning
DDQN+Pop-Art noop
589.0
Learning values across many orders of magnitude
-
CGP
2320
Evolving simple programs for playing Atari games
NoisyNet-Dueling
75867
Noisy Networks for Exploration
A2C + SIL
31309.2
Self-Imitation Learning
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