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Generalization of Reinforcement Learners with Working and Episodic Memory

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Nov 04 2019 DeepMind

Out-of-sample generalisation of memory in deep reinforcement learning agents: we demonstrate how two different kinds of memory help out-of-distribution generalisation, and propose a memory task suite. https://arxiv.org/abs/1910.13406 https://t.co/q4GnF3DIYr
1 replies, 487 likes


Dec 12 2019 DeepMind

The Memory Task Suite is now open to the public! Installation is simple: pip install dm-memorytasks Check it out at: https://github.com/deepmind/dm_memorytasks And come by @NeurIPSConf poster (#192) this Thursday from 5-7pm.
0 replies, 304 likes


Oct 30 2019 Steven Hansen

Excited to announce our work on memory generalization in Deep RL is out now! We created a suite of 13 tasks with variants to test interpolation and extrapolation. Our new MRA agent out-performs baselines, but these tasks remain an open challenge. https://arxiv.org/abs/1910.13406 1/n https://t.co/jnnPr5ISk7
2 replies, 46 likes


Dec 12 2019 Meire Fortunato

Hello world! Arriving late to the party, but here I am 🙋‍♀️!
5 replies, 34 likes


Nov 04 2019 Steven Hansen

Very excited to be a part of this work!
0 replies, 12 likes


Dec 12 2019 Feryal @NeurIPS

Dr Meire Fortunato is finally on Twitter! She is a fantastic researcher! You should visit her poster if you are at #NeurIPS2019 this afternoon Poster 192: https://arxiv.org/abs/1910.13406! She is also one of the founders of @Khipu_AI doing incredible work for South America's AI research!
0 replies, 8 likes


Nov 07 2019 smartphases

Generalization of Reinforcement Learners with Working and Episodic Memory #DeepLearning via http://twinybots.ch https://arxiv.org/abs/1910.13406
0 replies, 2 likes


Nov 09 2019 Data Storage

Generalization of Reinforcement Learners with Working and Episodic Memory #DeepLearning via http://twinybots.ch https://arxiv.org/abs/1910.13406
0 replies, 1 likes


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