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SOTA
Atari-Spiele
Atari Games On Atari 2600 Gravitar
Atari Games On Atari 2600 Gravitar
Metriken
Score
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
Score
Paper Title
Agent57
19213.96
Agent57: Outperforming the Atari Human Benchmark
R2D2
15680.7
Recurrent Experience Replay in Distributed Reinforcement Learning
MuZero (Res2 Adam)
8006.93
Online and Offline Reinforcement Learning by Planning with a Learned Model
Go-Explore
7588
First return, then explore
SND-VIC
6712
Self-supervised network distillation: an effective approach to exploration in sparse reward environments
MuZero
6682.70
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
GDI-H3
5915
Generalized Data Distribution Iteration
GDI-I3
5905
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
GDI-I3
5905
Generalized Data Distribution Iteration
SND-STD
4643
Self-supervised network distillation: an effective approach to exploration in sparse reward environments
RND
3906
Exploration by Random Network Distillation
DreamerV2
3789
Mastering Atari with Discrete World Models
UCT
2850
The Arcade Learning Environment: An Evaluation Platform for General Agents
SND-V
2741
Self-supervised network distillation: an effective approach to exploration in sparse reward environments
CGP
2350
Evolving simple programs for playing Atari games
NoisyNet-Dueling
2209
Noisy Networks for Exploration
DNA
2190
DNA: Proximal Policy Optimization with a Dual Network Architecture
A2C + SIL
1874.2
Self-Imitation Learning
Ape-X
1598.5
Distributed Prioritized Experience Replay
FQF
1406.0
Fully Parameterized Quantile Function for Distributional Reinforcement Learning
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