Latest revision as of 23:55, 12 April 2021

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Joelle Pineau ^[1]

Joëlle Pineau, (Joelle Pineau)
a Canadian computer scientist, associate professor at McGill University and lead of Facebook's AI Research lab (FAIR) in Montreal, Quebec ^[2]. Her research focuses on planning under uncertainty and Bayesian reinforcement learning in the domain of Partially Observable Markov Decision Processes (POMDPs) along with robotics. She received her Ph.D. on Tractable Planning Under Uncertainty in 2004 at Carnegie Mellon University under Geoffrey Gordon and Sebastian Thrun ^[3].

Selected Publications

Mahdi Milani Fard, Joelle Pineau, Csaba Szepesvári (2012). PAC-Bayesian Policy Evaluation for Reinforcement Learning. arXiv:1202.3717
Emmanuel Bengio, Pierre-Luc Bacon, Joelle Pineau, Doina Precup (2015). Conditional Computation in Neural Networks for faster models. arXiv:1511.06297
Mohammad Ghavamzadeh, Shie Mannor, Joelle Pineau, Aviv Tamar (2016). Bayesian Reinforcement Learning: A Survey. arXiv:1609.04436
Peter Henderson, Riashat Islam, Philip Bachman, Joelle Pineau, Doina Precup, David Meger (2017). Deep Reinforcement Learning that Matters. arXiv:1709.06560
Peter Henderson, Joshua Romoff, Joelle Pineau (2018). Where Did My Optimum Go?: An Empirical Analysis of Gradient Descent Optimization in Policy Gradient Methods. arXiv:1810.02525
Vincent Francois-Lavet, Peter Henderson, Riashat Islam, Marc G. Bellemare, Joelle Pineau (2018). An Introduction to Deep Reinforcement Learning. arXiv:1811.12560

Emmanuel Bengio, Joelle Pineau, Doina Precup (2020). Interference and Generalization in Temporal Difference Learning. arXiv:2003.06350
Joshua Romoff, Peter Henderson, David Kanaa, Emmanuel Bengio, Ahmed Touati, Pierre-Luc Bacon, Joelle Pineau (2020). TDprop: Does Jacobi Preconditioning Help Temporal Difference Learning? arXiv:2007.02786

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 * [https://scholar.google.com/citations?user=CEt6_mMAAAAJ&hl=en Joelle Pineau - Google Scholar Citations]
 * [https://www.genealogy.math.ndsu.nodak.edu/id.php?id=101768 Joelle Pineau - The Mathematics Genealogy Project]
+* Joelle Pineau - [https://iclr.cc/Conferences/2018/Schedule?showEvent=346 Reproducibility, Reusability, and Robustness in Deep Reinforcement Learning], [https://iclr.cc/Conferences/2018/Schedule?type=Invited%20Talk ICLR 2018], [https://en.wikipedia.org/wiki/YouTube YouTube] Video
+: {{#evu:https://www.youtube.com/watch?v=Vh4H0gOwdIg|alignment=left|valignment=top}}
 =References=
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 '''[[People|Up one level]]'''
 [[Category:Researcher|Pineau]]
+[[Category:Videos|Pineau]]