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SOTA
Atari Games
Atari Games On Atari 2600 Atlantis
Atari Games On Atari 2600 Atlantis
Métriques
Score
Résultats
Résultats de performance de divers modèles sur ce benchmark
Columns
Nom du modèle
Score
Paper Title
Repository
IQN
978200
Implicit Quantile Networks for Distributional Reinforcement Learning
C51 noop
841075.0
A Distributional Perspective on Reinforcement Learning
DDQN (tuned) noop
106056.0
Dueling Network Architectures for Deep Reinforcement Learning
Duel noop
382572.0
Dueling Network Architectures for Deep Reinforcement Learning
NoisyNet-Dueling
972175
Noisy Networks for Exploration
Ape-X
944497.5
Distributed Prioritized Experience Replay
Prior noop
357324.0
Prioritized Experience Replay
GDI-I3
3803000
Generalized Data Distribution Iteration
-
Persistent AL
1465250
Increasing the Action Gap: New Operators for Reinforcement Learning
UCT
193858
The Arcade Learning Environment: An Evaluation Platform for General Agents
Bootstrapped DQN
994500
Deep Exploration via Bootstrapped DQN
ASL DDQN
947275
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
-
A3C LSTM hs
875822.0
Asynchronous Methods for Deep Reinforcement Learning
QR-DQN-1
971850
Distributional Reinforcement Learning with Quantile Regression
ES FF (1 hour) noop
1267410.0
Evolution Strategies as a Scalable Alternative to Reinforcement Learning
Nature DQN
85641.0
Human level control through deep reinforcement learning
Advantage Learning
553591.67
Increasing the Action Gap: New Operators for Reinforcement Learning
DDQN (tuned) hs
319688.0
Deep Reinforcement Learning with Double Q-learning
Agent57
1528841.76
Agent57: Outperforming the Atari Human Benchmark
POP3D
2193605.67
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization
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