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Reinforcement Learning with Augmented Data

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Aravind Srinivas: New paper - Reinforcement Learning with Augmented Data (RAD)! Data augmentation *alone* can achieve SoTA on DMControl and test-time generalization on ProcGen! Paper: https://arxiv.org/abs/2004.14990 Project Page: https://mishalaskin.github.io/rad/ Code: https://github.com/MishaLaskin/rad https://t.co/WyvmeWmJY9

6 replies, 522 likes


Michael (Misha) Laskin: New updates to RAD (RL + data augs) answer the following: 1)Why does random crop work so well? -> translation invariance 2)Does data aug work for state-based RL too? -> yes SOTA on DeepMind control (pixel-based RL) and OpenAI gym (state-based RL). https://arxiv.org/abs/2004.14990 1/N https://t.co/9goAEGT1HT

4 replies, 136 likes


Ekin Dogus Cubuk: Cool work that shows image augmentations can help RL generalization significantly. Also interesting to see 'crop' was the most effective operation in RL — I would say this is the case for vision tasks (both training and test time) too.

0 replies, 31 likes


Markus Wulfmeier 🏡: 'Nothing is as powerful as an idea whose time has come!' Image augmentations are enabling some considerable performance boost in Deep RL https://arxiv.org/abs/2004.13649 https://arxiv.org/abs/2004.14990 #ReinforcementLearning

1 replies, 15 likes


Popular ML resources: The most popular ArXiv tweet in the last 24h: https://twitter.com/Aravind7694/status/1256026534130757632

0 replies, 3 likes


roadrunner01: Reinforcement Learning with Augmented Data pdf: https://arxiv.org/pdf/2004.14990.pdf abs: https://arxiv.org/abs/2004.14990 github: https://github.com/MishaLaskin/rad project page: https://mishalaskin.github.io/rad/ https://t.co/5hIrGswaeo

0 replies, 3 likes


Animesh Garg: Key Idea: Inferring local causal models (LCMs) from a global causal model given an object-oriented state representation. LCMs can generate counterfactual experiences that are causally valid in the global model. HER (https://arxiv.org/abs/1707.01495) and RAD (https://arxiv.org/abs/2004.14990). https://t.co/LngnAz15EZ

1 replies, 3 likes


HotComputerScience: Most popular computer science paper of the day: "Reinforcement Learning with Augmented Data" https://hotcomputerscience.com/paper/reinforcement-learning-with-augmented-data https://twitter.com/Aravind7694/status/1256026534130757632

0 replies, 1 likes


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Found on May 01 2020 at https://arxiv.org/pdf/2004.14990.pdf

PDF content of a computer science paper: Reinforcement Learning with Augmented Data