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 HendersonStanford UniversityVerified email at stanford.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 UniversityVerified 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
Marc G. BellemareGoogle BrainVerified email at google.com
Robert D VincentComputer Science Teacher, Marianopolis CollegeVerified email at marianopolis.edu
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	1994	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	1976	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	1419	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	1408	2016
Point-based value iteration: An anytime algorithm for POMDPs J Pineau, G Gordon, S Thrun Ijcai 3, 1025-1032, 2003	1408	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	1200	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	1082	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	847	2003
A survey of point-based POMDP solvers G Shani, J Pineau, R Kaplow Autonomous Agents and Multi-Agent Systems 27, 1-51, 2013	707	2013
Online planning algorithms for POMDPs S Ross, J Pineau, S Paquet, B Chaib-Draa Journal of Artificial Intelligence Research 32, 663-704, 2008	696	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	650	2016
Anytime point-based approximations for large POMDPs J Pineau, G Gordon, S Thrun Journal of Artificial Intelligence Research 27, 335-380, 2006	499	2006
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	493	2015
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	476	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	452	2002
Spoken dialogue management using probabilistic reasoning N Roy, J Pineau, S Thrun Proceedings of the 38th annual meeting of the association for computational …, 2000	411	2000
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	399	2015
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	390	2017
Learning robust features using deep learning for automatic seizure detection P Thodoroff, J Pineau, A Lim Machine learning for healthcare conference, 178-190, 2016	343	2016
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 The Journal of Machine Learning Research 21 (1), 10039-10081, 2020	339	2020

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