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Atari Games
Atari Games On Atari 2600 Frostbite
Atari Games On Atari 2600 Frostbite
Metrics
Score
Results
Performance results of various models on this benchmark
Columns
Model Name
Score
Paper Title
Repository
DDQN+Pop-Art noop
3469.6
Learning values across many orders of magnitude
-
A3C LSTM hs
197.6
Asynchronous Methods for Deep Reinforcement Learning
-
Persistent AL
3248.96
Increasing the Action Gap: New Operators for Reinforcement Learning
-
DNA
320
DNA: Proximal Policy Optimization with a Dual Network Architecture
-
Duel hs
2332.4
Dueling Network Architectures for Deep Reinforcement Learning
-
DQN noop
797.4
Deep Reinforcement Learning with Double Q-learning
-
Prior+Duel noop
7413.0
Dueling Network Architectures for Deep Reinforcement Learning
-
MP-EB
507.0
Incentivizing Exploration In Reinforcement Learning With Deep Predictive Models
-
R2D2
315456.4
Recurrent Experience Replay in Distributed Reinforcement Learning
-
ES FF (1 hour) noop
370.0
Evolution Strategies as a Scalable Alternative to Reinforcement Learning
-
Best Learner
216.9
The Arcade Learning Environment: An Evaluation Platform for General Agents
-
Prior+Duel hs
4038.4
Deep Reinforcement Learning with Double Q-learning
-
TRPO-hash
5214.0
#Exploration: A Study of Count-Based Exploration for Deep Reinforcement Learning
-
MuZero
631378.53
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
-
Prior hs
3510.0
Prioritized Experience Replay
-
Bootstrapped DQN
2181.4
Deep Exploration via Bootstrapped DQN
-
CURL
924
CURL: Contrastive Unsupervised Representations for Reinforcement Learning
-
Prior noop
4380.1
Prioritized Experience Replay
-
A3C FF hs
190.5
Asynchronous Methods for Deep Reinforcement Learning
-
VPN
3811
Value Prediction Network
-
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