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SOTA
Atari-Spiele
Atari Games On Atari 2600 Qbert
Atari Games On Atari 2600 Qbert
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Score
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
Score
Paper Title
Agent57
580328.14
Agent57: Outperforming the Atari Human Benchmark
QR-DQN-1
572510
Distributional Reinforcement Learning with Quantile Regression
R2D2
408850.0
Recurrent Experience Replay in Distributed Reinforcement Learning
IMPALA (deep)
351200.12
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Ape-X
302391.3
Distributed Prioritized Experience Replay
A2C + SIL
104975.6
Self-Imitation Learning
MuZero (Res2 Adam)
94906.25
Online and Offline Reinforcement Learning by Planning with a Learned Model
DreamerV2
94688
Mastering Atari with Discrete World Models
MuZero
72276.00
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
DNA
52398
DNA: Proximal Policy Optimization with a Dual Network Architecture
GDI-H3(200M frames)
28657
Generalized Data Distribution Iteration
GDI-H3
28657
Generalized Data Distribution Iteration
GDI-I3
27800
Generalized Data Distribution Iteration
GDI-I3
27800
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
NoisyNet-Dueling
27121
Noisy Networks for Exploration
IQN
25750
Implicit Quantile Networks for Distributional Reinforcement Learning
ASL DDQN
24548.8
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
C51 noop
23784
A Distributional Perspective on Reinforcement Learning
A3C LSTM hs
21307.5
Asynchronous Methods for Deep Reinforcement Learning
Duel noop
19220.3
Dueling Network Architectures for Deep Reinforcement Learning
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