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SOTA
Atari Games
Atari Games On Atari 2600 Phoenix
Atari Games On Atari 2600 Phoenix
Metrics
Score
Results
Performance results of various models on this benchmark
Columns
Model Name
Score
Paper Title
Repository
IMPALA (deep)
210996.45
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
-
Advantage Learning
22038.27
Increasing the Action Gap: New Operators for Reinforcement Learning
-
MuZero
955137.84
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
-
FQF
174077.5
Fully Parameterized Quantile Function for Distributional Reinforcement Learning
-
QR-DQN-1
16585
Distributional Reinforcement Learning with Quantile Regression
-
GDI-I3
894460
Generalized Data Distribution Iteration
-
ASL DDQN
71752.6
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
-
R2D2
864020.0
Recurrent Experience Replay in Distributed Reinforcement Learning
-
DNA
391085
DNA: Proximal Policy Optimization with a Dual Network Architecture
-
GDI-I3
894460
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning
-
Prior+Duel hs
63597.0
Dueling Network Architectures for Deep Reinforcement Learning
-
IQN
56599
Implicit Quantile Networks for Distributional Reinforcement Learning
-
Agent57
908264.15
Agent57: Outperforming the Atari Human Benchmark
-
Ape-X
224491.1
Distributed Prioritized Experience Replay
-
Persistent AL
14495.56
Increasing the Action Gap: New Operators for Reinforcement Learning
-
GDI-H3
959580
Generalized Data Distribution Iteration
-
NoisyNet-Dueling
10379
Noisy Networks for Exploration
-
MuZero (Res2 Adam)
815728.7
Online and Offline Reinforcement Learning by Planning with a Learned Model
-
DreamerV2
49375
Mastering Atari with Discrete World Models
-
CGP
7520
Evolving simple programs for playing Atari games
-
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