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Atari Games On Atari 2600 Space Invaders

Metrics

Score

Results

Performance results of various models on this benchmark

Model Name
Score
Paper TitleRepository
A3C FF (1 day) hs2214.7Asynchronous Methods for Deep Reinforcement Learning
ES FF (1 hour) noop678.5Evolution Strategies as a Scalable Alternative to Reinforcement Learning
Prior noop2865.8Prioritized Experience Replay
DreamerV22474Mastering Atari with Discrete World Models
IDVQ + DRSC + XNES830Playing Atari with Six Neurons
POP3D1216.15Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization
GDI-I3140460GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning-
DDQN+Pop-Art noop2589.7Learning values across many orders of magnitude-
GDI-I3140460Generalized Data Distribution Iteration-
FQF46498.3Fully Parameterized Quantile Function for Distributional Reinforcement Learning
DQN noop1692.3Deep Reinforcement Learning with Double Q-learning
Gorila1183.3Massively Parallel Methods for Deep Reinforcement Learning
NoisyNet-Dueling5909Noisy Networks for Exploration
A3C FF hs15730.5Asynchronous Methods for Deep Reinforcement Learning
A3C LSTM hs23846.0Asynchronous Methods for Deep Reinforcement Learning
DQN Best1075Playing Atari with Deep Reinforcement Learning
DNA2731DNA: Proximal Policy Optimization with a Dual Network Architecture
Prior+Duel hs8978.0Deep Reinforcement Learning with Double Q-learning
GDI-H3154380Generalized Data Distribution Iteration-
R2D243223.4Recurrent Experience Replay in Distributed Reinforcement Learning-
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