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Human-centric Dialog Training via Offline Reinforcement Learning

Oct 12, 2020
Natasha Jaques, Judy Hanwen Shen, Asma Ghandeharioun, Craig Ferguson, Agata Lapedriza, Noah Jones, Shixiang Shane Gu, Rosalind Picard

* To appear in EMNLP 2020 (long paper) 

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Multi-agent Social Reinforcement Learning Improves Generalization

Oct 01, 2020
Kamal Ndousse, Douglas Eck, Sergey Levine, Natasha Jaques

* 12 pages, 11 figures 

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Hierarchical Reinforcement Learning for Open-Domain Dialog

Sep 18, 2019
Abdelrhman Saleh, Natasha Jaques, Asma Ghandeharioun, Judy Hanwen Shen, Rosalind Picard


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Way Off-Policy Batch Deep Reinforcement Learning of Implicit Human Preferences in Dialog

Jul 08, 2019
Natasha Jaques, Asma Ghandeharioun, Judy Hanwen Shen, Craig Ferguson, Agata Lapedriza, Noah Jones, Shixiang Gu, Rosalind Picard


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Approximating Interactive Human Evaluation with Self-Play for Open-Domain Dialog Systems

Jun 21, 2019
Asma Ghandeharioun, Judy Hanwen Shen, Natasha Jaques, Craig Ferguson, Noah Jones, Agata Lapedriza, Rosalind Picard


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Tackling Climate Change with Machine Learning

Jun 10, 2019
David Rolnick, Priya L. Donti, Lynn H. Kaack, Kelly Kochanski, Alexandre Lacoste, Kris Sankaran, Andrew Slavin Ross, Nikola Milojevic-Dupont, Natasha Jaques, Anna Waldman-Brown, Alexandra Luccioni, Tegan Maharaj, Evan D. Sherwin, S. Karthik Mukkavilli, Konrad P. Kording, Carla Gomes, Andrew Y. Ng, Demis Hassabis, John C. Platt, Felix Creutzig, Jennifer Chayes, Yoshua Bengio


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Intrinsic Social Motivation via Causal Influence in Multi-Agent RL

Oct 19, 2018
Natasha Jaques, Angeliki Lazaridou, Edward Hughes, Caglar Gulcehre, Pedro A. Ortega, DJ Strouse, Joel Z. Leibo, Nando de Freitas


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Learning via social awareness: Improving a deep generative sketching model with facial feedback

Aug 27, 2018
Natasha Jaques, Jennifer McCleary, Jesse Engel, David Ha, Fred Bertsch, Rosalind Picard, Douglas Eck


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Sequence Tutor: Conservative Fine-Tuning of Sequence Generation Models with KL-control

Oct 16, 2017
Natasha Jaques, Shixiang Gu, Dzmitry Bahdanau, José Miguel Hernández-Lobato, Richard E. Turner, Douglas Eck

* Add supplementary material 

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