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SOTA
Atari Games
Atari Games On Atari 2600 Asterix
Atari Games On Atari 2600 Asterix
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Score
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
Score
Paper Title
Repository
Ape-X
313305
Distributed Prioritized Experience Replay
SARSA
1332
-
-
ES FF (1 hour) noop
1440
Evolution Strategies as a Scalable Alternative to Reinforcement Learning
Prior hs
22484.5
Prioritized Experience Replay
Prior+Duel hs
364200.0
Dueling Network Architectures for Deep Reinforcement Learning
CGP
1880
Evolving simple programs for playing Atari games
DDQN (tuned) hs
16837.0
Deep Reinforcement Learning with Double Q-learning
NoisyNet-Dueling
28350
Noisy Networks for Exploration
SAC
272
Soft Actor-Critic for Discrete Action Settings
DNA
323965
DNA: Proximal Policy Optimization with a Dual Network Architecture
R2D2
999153.3
Recurrent Experience Replay in Distributed Reinforcement Learning
-
ASL DDQN
567640
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
-
Best Learner
987.3
The Arcade Learning Environment: An Evaluation Platform for General Agents
DDQN+Pop-Art noop
18919.5
Learning values across many orders of magnitude
-
IMPALA (deep)
300732.00
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Nature DQN
6012
Human level control through deep reinforcement learning
A3C FF hs
22140.5
Asynchronous Methods for Deep Reinforcement Learning
GDI-H3
999999
Generalized Data Distribution Iteration
-
DDQN (tuned) noop
17356.5
Dueling Network Architectures for Deep Reinforcement Learning
Prior+Duel noop
375080.0
Dueling Network Architectures for Deep Reinforcement Learning
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