Joelle Pineau

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Doina PrecupDeepMind and McGill UniversityVerified email at cs.mcgill.ca
Iulian Vlad SerbanUniversity of MontrealVerified email at umontreal.ca
Ryan LoweOpenAIVerified email at openai.com
Yoshua BengioProfessor of computer science, University of Montreal, Mila, IVADO, CIFARVerified email at umontreal.ca
Peter HendersonPrinceton UniversityVerified email at princeton.edu
Laurent CharlinAssociate Professor, HEC Montréal & Mila, Canada CIFAR AI ChairVerified email at hec.ca
Aaron CourvilleProfessor, DIRO, Université de Montréal, Mila, Cifar CAI chairVerified email at umontreal.ca
Nicholas RoyMITVerified email at csail.mit.edu
Koustuv SinhaResearch Scientist, Meta AI (Fundamental AI Research), McGill UniversityVerified email at mail.mcgill.ca
Amy ZhangAssistant Professor of Electrical and Computer Engineering at University of Texas at AustinVerified email at austin.utexas.edu
Alessandro SordoniMicrosoft ResearchVerified email at microsoft.com
Emmanuel BengioMcGill University; Recursion/Valence LabsVerified email at mail.mcgill.ca
Mahdi Milani FardMachine Learning Researcher, Google Inc.Verified email at google.com
Susan MurphyHarvard UniversityVerified email at g.harvard.edu
Robert D VincentComputer Science Teacher, Marianopolis CollegeVerified email at marianopolis.edu
Marc G. BellemareReliant AIVerified email at reliant.ai
Robert WestEPFLVerified email at epfl.ch
Beomjoon KimKorea Advanced Institute of Science & Technology (KAIST)Verified email at kaist.ac.kr
Andre BarretoResearch Scientist, Google DeepMindVerified email at google.com
Dieter FoxUniversity of Washington and NVIDIAVerified email at cs.washington.edu

Joelle Pineau

School of Computer Science, McGill University; FAIR, Meta AI; Mila

Verified email at cs.mcgill.ca

Artificial intelligence Machine learning Robotics


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Deep reinforcement learning that matters P Henderson, R Islam, P Bachman, J Pineau, D Precup, D Meger Proceedings of the AAAI conference on artificial intelligence 32 (1), 2018	2452	2018
Building end-to-end dialogue systems using generative hierarchical neural network models I Serban, A Sordoni, Y Bengio, A Courville, J Pineau Proceedings of the AAAI conference on artificial intelligence 30 (1), 2016	2095	2016
An introduction to deep reinforcement learning V François-Lavet, P Henderson, R Islam, MG Bellemare, J Pineau Foundations and Trends® in Machine Learning 11 (3-4), 219-354, 2018	1834	2018
How not to evaluate your dialogue system: An empirical study of unsupervised evaluation metrics for dialogue response generation CW Liu, R Lowe, IV Serban, M Noseworthy, L Charlin, J Pineau arXiv preprint arXiv:1603.08023, 2016	1545	2016
Point-based value iteration: An anytime algorithm for POMDPs J Pineau, G Gordon, S Thrun Ijcai 3, 1025-1032, 2003	1480	2003
A hierarchical latent variable encoder-decoder model for generating dialogues I Serban, A Sordoni, R Lowe, L Charlin, J Pineau, A Courville, Y Bengio Proceedings of the AAAI conference on artificial intelligence 31 (1), 2017	1285	2017
The ubuntu dialogue corpus: A large dataset for research in unstructured multi-turn dialogue systems R Lowe, N Pow, I Serban, J Pineau arXiv preprint arXiv:1506.08909, 2015	1149	2015
Towards robotic assistants in nursing homes: Challenges and results J Pineau, M Montemerlo, M Pollack, N Roy, S Thrun Robotics and autonomous systems 42 (3-4), 271-281, 2003	871	2003
A survey of point-based POMDP solvers G Shani, J Pineau, R Kaplow Autonomous Agents and Multi-Agent Systems 27, 1-51, 2013	765	2013
Online planning algorithms for POMDPs S Ross, J Pineau, S Paquet, B Chaib-Draa Journal of Artificial Intelligence Research 32, 663-704, 2008	739	2008
An actor-critic algorithm for sequence prediction D Bahdanau, P Brakel, K Xu, A Goyal, R Lowe, J Pineau, A Courville, ... arXiv preprint arXiv:1607.07086, 2016	727	2016
Bayesian reinforcement learning: A survey M Ghavamzadeh, S Mannor, J Pineau, A Tamar Foundations and Trends® in Machine Learning 8 (5-6), 359-483, 2015	558	2015
Towards the systematic reporting of the energy and carbon footprints of machine learning P Henderson, J Hu, J Romoff, E Brunskill, D Jurafsky, J Pineau Journal of Machine Learning Research 21 (248), 1-43, 2020	535	2020
Anytime point-based approximations for large POMDPs J Pineau, G Gordon, S Thrun Journal of Artificial Intelligence Research 27, 335-380, 2006	523	2006
Pearl: A mobile robotic assistant for the elderly ME Pollack, L Brown, D Colbry, C Orosz, B Peintner, S Ramakrishnan, ... AAAI workshop on automation as eldercare 2002, 85-91, 2002	499	2002
Experiences with a mobile robotic guide for the elderly M Montemerlo, J Pineau, N Roy, S Thrun, V Verma AAAI/IAAI 2002, 587-592, 2002	462	2002
A survey of available corpora for building data-driven dialogue systems IV Serban, R Lowe, P Henderson, L Charlin, J Pineau arXiv preprint arXiv:1512.05742, 2015	445	2015
Improving sample efficiency in model-free reinforcement learning from images D Yarats, A Zhang, I Kostrikov, B Amos, J Pineau, R Fergus Proceedings of the aaai conference on artificial intelligence 35 (12), 10674 …, 2021	435	2021
Tarmac: Targeted multi-agent communication A Das, T Gervet, J Romoff, D Batra, D Parikh, M Rabbat, J Pineau International Conference on machine learning, 1538-1546, 2019	434	2019
Towards an automatic turing test: Learning to evaluate dialogue responses R Lowe, M Noseworthy, IV Serban, N Angelard-Gontier, Y Bengio, ... arXiv preprint arXiv:1708.07149, 2017	424	2017

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