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SOTA
Atari-Spiele
Atari Games On Atari 2600 Breakout
Atari Games On Atari 2600 Breakout
Metriken
Score
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
Score
Paper Title
GDI-I3(200M frames)
864.00
Generalized Data Distribution Iteration
GDI-H3(200M frames)
864.00
Generalized Data Distribution Iteration
GDI-H3
864
Generalized Data Distribution Iteration
GDI-I3
864.00
Generalized Data Distribution Iteration
Bootstrapped DQN
855
Deep Exploration via Bootstrapped DQN
FQF
854.2
Fully Parameterized Quantile Function for Distributional Reinforcement Learning
R2D2
837.7
Recurrent Experience Replay in Distributed Reinforcement Learning
Ape-X
800.9
Distributed Prioritized Experience Replay
Agent57
790.4
Agent57: Outperforming the Atari Human Benchmark
IMPALA (deep)
787.34
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
A3C LSTM hs
766.8
Asynchronous Methods for Deep Reinforcement Learning
MuZero (Res2 Adam)
758.04
Online and Offline Reinforcement Learning by Planning with a Learned Model
C51 noop
748.0
A Distributional Perspective on Reinforcement Learning
QR-DQN-1
742
Distributional Reinforcement Learning with Quantile Regression
IQN
734
Implicit Quantile Networks for Distributional Reinforcement Learning
A3C FF hs
681.9
Asynchronous Methods for Deep Reinforcement Learning
DNA
626
DNA: Proximal Policy Optimization with a Dual Network Architecture
ASL DDQN
621.7
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
A3C FF (1 day) hs
551.6
Asynchronous Methods for Deep Reinforcement Learning
Reactor 500M
514.8
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning
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