Joelle Pineau

发表

Simultaneous Machine Translation using Deep Reinforcement Learning

Harsh Satija, Joelle Pineau, 2016 .

A Hierarchical Approach to POMDP Planning and Execution

Joelle Pineau, Sebastian Thrun, Nicholas Roy, 2004 .

Knowledge Transfer in Markov Decision Processes

Doina Precup, Joelle Pineau, P. Panangaden, 2006 .

A Dissection of Overfitting and Generalization in Continuous Reinforcement Learning pdf

Joelle Pineau, Nicolas Ballas, Amy Zhang, 2018, ArXiv.

Deep Reinforcement Learning that Matters pdf

Philip Bachman, Joelle Pineau, Peter Henderson, 2017, AAAI.

Bayesian Reinforcement Learning: A Survey

Shie Mannor, Joelle Pineau, Aviv Tamar, 2015, Found. Trends Mach. Learn..

Noname manuscript No. (will be inserted by the editor) A Survey of Point-Based POMDP Solvers

Guy Shani, Joelle Pineau, Robert Kaplow, 2022 .

Model-Based Bayesian Reinforcement Learning in Large Structured Domains

Joelle Pineau, Stéphane Ross, Joelle Pineau, 2008, UAI.

Online Planning Algorithms for POMDPs

Joelle Pineau, Brahim Chaib-draa, Sébastien Paquet, 2008, J. Artif. Intell. Res..

On-line Reinforcement Learning Using Incremental Kernel-Based Stochastic Factorization

André da Motta Salles Barreto, Joelle Pineau, Doina Precup, 2012, NIPS.

No Press Diplomacy: Modeling Multi-Agent Gameplay

Joelle Pineau, Satinder Singh, Yuchen Lu, 2019, NeurIPS.

PAC-Learning of Markov Models with Hidden State

Joelle Pineau, Doina Precup, Ricard Gavaldà, 2006, ECML.

Disentangling the independently controllable factors of variation by interacting with the world pdf

Philippe Beaudoin, Joelle Pineau, Yoshua Bengio, 2018, ArXiv.

A formal framework for robot learning and control under model uncertainty

Joelle Pineau, Doina Precup, Robin Jaulmes, 2007, Proceedings 2007 IEEE International Conference on Robotics and Automation.

Temporal Regularization in Markov Decision Process

Joelle Pineau, Audrey Durand, Doina Precup, 2018, ArXiv.

Learning and Discovery in Dynamical Systems with Hidden State

Joelle Pineau, Doina Precup, Prakash Panangaden, 2007 .

The Duality of State and Observations

Doina Precup, Joelle Pineau, P. Panangaden, 2007 .

Invariant Causal Prediction for Block MDPs pdf

Joelle Pineau, Doina Precup, Yarin Gal, 2020, ICML.

Time Series Analysis Using Geometric Template Matching

Shie Mannor, Joelle Pineau, Doina Precup, 2013, IEEE Transactions on Pattern Analysis and Machine Intelligence.

Hierarchical Neural Network Generative Models for Movie Dialogues pdf

Joelle Pineau, Yoshua Bengio, Aaron C. Courville, 2015, ArXiv.

Bootstrapping Dialog Systems with Word Embeddings

Joelle Pineau, Gabriel Forgues, 2014 .

Towards Personal Service Robots for the Elderly

D. Fox, S. Thrun, N. Roy, 1999 .

Point-based value iteration: An anytime algorithm for POMDPs

Joelle Pineau, Sebastian Thrun, Geoff Gordon, 2003, IJCAI.

Reinforcement Learning Competition : Helicopter Hovering with Controllability and Kernel-Based Stochastic Factorization

André Barreto, Joelle Pineau, Anwarissa Asbah, 2013 .

A Large-Scale, Open-Domain, Mixed-Interface Dialogue-Based ITS for STEM

Joelle Pineau, Yoshua Bengio, Aaron C. Courville, 2020, AIED.

Adaptive Treatment of Epilepsy via Batch-mode Reinforcement Learning

Joelle Pineau, Robert D. Vincent, Arthur Guez, 2008, AAAI.

End-to-End Text Recognition with Hybrid HMM Maxout Models pdf

Joelle Pineau, Ouais Alsharif, Joelle Pineau, 2013, ICLR.

Informing sequential clinical decision-making through reinforcement learning: an empirical study

Joelle Pineau, Susan A. Murphy, Daniel J. Lizotte, 2010, Machine Learning.

Active learning for personalizing treatment

Joelle Pineau, Susan A. Murphy, Kun Deng, 2011, 2011 IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL).

Evaluating Logical Generalization in Graph Neural Networks pdf

Joelle Pineau, William L. Hamilton, Koustuv Sinha, 2020, ArXiv.

Point-based approximations for fast POMDP solving

Geoffrey J. Gordon, S. Thrun, Joelle Pineau, 2006 .

Anytime Point-Based Approximations for Large POMDPs

Joelle Pineau, Sebastian Thrun, Geoffrey J. Gordon, 2006, J. Artif. Intell. Res..

The Second Conversational Intelligence Challenge (ConvAI2) pdf

Joelle Pineau, Alexander I. Rudnicky, Jason Weston, 2019, The NeurIPS '18 Competition.

Provably efficient reconstruction of policy networks pdf

Joelle Pineau, Doina Precup, Thang Doan, 2020, ArXiv.

Bayesian reinforcement learning in continuous POMDPs with application to robot navigation

Joelle Pineau, Brahim Chaib-draa, Stéphane Ross, 2008, 2008 IEEE International Conference on Robotics and Automation.

Towards robotic assistants in nursing homes: Challenges and results

Joelle Pineau, Sebastian Thrun, Nicholas Roy, 2003, Robotics Auton. Syst..

Towards an Automatic Turing Test: Learning to Evaluate Dialogue Responses pdf

Joelle Pineau, Yoshua Bengio, Ryan Lowe, 2017, ACL.

Reinforcement Learning with Limited Reinforcement : Using Bayes Risk for Active Learning in POMDPs Finale

Joelle Pineau, Nicholas Roy, Nicholas A. Roy, 2012 .

Bayes-Adaptive POMDPs

Joelle Pineau, Brahim Chaib-draa, Stéphane Ross, 2007, NIPS.

Compressed Least-Squares Regression on Sparse Spaces

Joelle Pineau, Doina Precup, Yuri Grinberg, 2012, AAAI.

An Empirical Analysis of Off-policy Learning in Discrete MDPs

Joelle Pineau, Doina Precup, Gheorghe Comanici, 2012, EWRL.

Robotic Assistance During Ambulation by Older Adults

Joelle Pineau, Sebastian Thrun, Judith T. Matthews, 2002, AMIA.

Experiences with a mobile robotic guide for the elderly

Joelle Pineau, Sebastian Thrun, Nicholas Roy, 2002, AAAI/IAAI.

Active Learning in Partially Observable Markov Decision Processes

Joelle Pineau, Doina Precup, Robin Jaulmes, 2005, ECML.

An Introduction to Deep Reinforcement Learning

Peter Henderson, Joelle Pineau, Marc G. Bellemare, 2018, Found. Trends Mach. Learn..

A Survey of Available Corpora for Building Data-Driven Dialogue Systems pdf

Joelle Pineau, Peter Henderson, Iulian Serban, 2015, Dialogue Discourse.

Incorporating Unstructured Textual Knowledge Sources into Neural Dialogue Systems

Joelle Pineau, Laurent Charlin, R. Lowe, 2015 .

The Ubuntu Dialogue Corpus: A Large Dataset for Research in Unstructured Multi-Turn Dialogue Systems pdf

Joelle Pineau, Iulian Serban, Ryan Lowe, 2015, SIGDIAL Conference.

Spoken Dialogue Management Using Probabilistic Reasoning

Joelle Pineau, Sebastian Thrun, Nicholas Roy, 2000, ACL.

Reinforcement learning with limited reinforcement: using Bayes risk for active learning in POMDPs

Joelle Pineau, Nicholas Roy, Finale Doshi-Velez, 2008, ICML '08.

Representing Systems with Hidden State

Joelle Pineau, Doina Precup, Prakash Panangaden, 2006, AAAI.

Representation of Reinforcement Learning Policies in Reproducing Kernel Hilbert Spaces.

Joelle Pineau, Doina Precup, Thang Doan, 2020 .

LSTD on Sparse Spaces

Joelle Pineau, Y. Grinberg, M. M. Fard, 2011 .

The Duality of State and Observation in Probabilistic Transition Systems

Joelle Pineau, Monica Dinculescu, Doina Precup, 2011, TbiLLC.

Completing wikipedia's hyperlink structure through dimensionality reduction

Joelle Pineau, Doina Precup, Robert West, 2009, CIKM.

An Expectation-Maximization Algorithm to Compute a Stochastic Factorization From Data

André da Motta Salles Barreto, Joelle Pineau, Doina Precup, 2015, IJCAI.

Reinforcement Learning using Kernel-Based Stochastic Factorization

André da Motta Salles Barreto, Joelle Pineau, Doina Precup, 2011, NIPS.

Manifold Embeddings for Model-Based Reinforcement Learning of Neurostimulation Policies

Joelle Pineau, M. Avoli, K. Bush, 2009 .

Practical Kernel-Based Reinforcement Learning pdf

André da Motta Salles Barreto, Joelle Pineau, Doina Precup, 2014, J. Mach. Learn. Res..

Policy Iteration Based on Stochastic Factorization

André da Motta Salles Barreto, Joelle Pineau, Doina Precup, 2014, J. Artif. Intell. Res..

Apprentissage actif dans les processus décisionnels de Markov partiellement observables L'algorithme MEDUSA

Joelle Pineau, Doina Precup, Robin Jaulmes, 2007, Rev. d'Intelligence Artif..

Automatically suggesting topics for augmenting text documents

Joelle Pineau, Doina Precup, Robert West, 2010, CIKM.

A bistable computational model of recurring epileptiform activity as observed in rodent slice preparations

Joelle Pineau, Robert D. Vincent, Aaron C. Courville, 2011, Neural Networks.

Mixed Observability Predictive State Representations

Joelle Pineau, Sylvie C. W. Ong, Yuri Grinberg, 2013, AAAI.

Towards the Systematic Reporting of the Energy and Carbon Footprints of Machine Learning pdf

Peter Henderson, Joelle Pineau, Emma Brunskill, 2020, ArXiv.

A Deep Reinforcement Learning Chatbot pdf

Joelle Pineau, Sandeep Subramanian, Michael Pieper, 2017, ArXiv.

Transparency and reproducibility in artificial intelligence

Trevor Hastie, Joelle Pineau, Robert Tibshirani, 2020, Nature.

Hierarchical POMDP Decomposition for A Conversational Robot

S. Thrun, Joelle Pineau, 2001 .

MODEL-BASED REINFORCEMENT LEARNING

Matthew E. Taylor, Joelle Pineau, R. Calandra, 2021 .

Stable Policy Optimization via Off-Policy Divergence Regularization

Pascal Vincent, Joelle Pineau, Amy Zhang, 2020, UAI.

Attraction-Repulsion Actor-Critic for Continuous Control Reinforcement Learning pdf

R Devon Hjelm, Joelle Pineau, Audrey Durand, 2019, ArXiv.

Abstraction in Reinforcement Learning Situation Dependent Spatial Abstraction in Reinforcement Learning Based on Structural Knowledge . . . . . . . . . . . . . . . . . 12 Improving Bayesian Reinforcement Learning Using Transition Abstraction

G. Konidaris, Joelle Pineau, Özgür Simsek, 2009 .

Model-based Bayesian Reinforcement Learning with Adaptive State Aggregation

Doina Precup, A. Guez, Joelle Pineau, 2009 .

Improving Reproducibility in Machine Learning Research (A Report from the NeurIPS 2019 Reproducibility Program) pdf

Joelle Pineau, Hugo Larochelle, Philippe Vincent-Lamarre, 2020, J. Mach. Learn. Res..

Adaptive control of epileptiform excitability in an in vitro model of limbic seizures

Joelle Pineau, Arthur Guez, Gabriella Panuccio, 2013, Experimental Neurology.

Learning to learn to communicate

Jakob N. Foerster, Joelle Pineau, Douwe Kiela, 2019 .

Engagement and learning in simulation: recommendations of the Simnovate Engaged Learning Domain Group

Susanne P. Lajoie, Joelle Pineau, J. Lau, 2017, BMJ Simulation & Technology Enhanced Learning.

Probabilistic robot planning under model uncertainty : an active learning approach

Doina Precup, Joelle Pineau, R. Jaulmes, 2005 .

Approximate Policy Iteration with Demonstration Data

Joelle Pineau, Beomjoon Kim, 2013 .

Contact RingDoorBell GotoPatientRoom Move GuidetoPhysio CheckUserPresent TerminateGuidance ConfirmGuidetoPhysio Assist Act Remind RemindPhysioAppt RemindVitamin Rest Recharge

S. Thrun, Joelle Pineau, 2007 .

Multitask Metric Learning : Theory and Algorithm 1 Generalization Bound of Multitask Metric Learning

Joelle Pineau, 2019 .

New Insights on Reducing Abrupt Representation Change in Online Continual Learning

T. Tuytelaars, Joelle Pineau, Rahaf Aljundi, 2021, International Conference on Learning Representations.

Convex Optimization: Algorithms and Complexity

Shie Mannor, Joelle Pineau, Aviv Tamar, 2015 .

An Actor-Critic Algorithm for Structured Prediction

Joelle Pineau, Yoshua Bengio, Anirudh Goyal, 2016 .

Missteps in Robot Social Navigation

Joelle Pineau, Neil A. Tenenholtz, Andrew Sutcliffe, 2015, AAAI Fall Symposia.

Probablistic Control of Human Robot Interaction : Experiments with A Robotic Assistant for Nursing Homes

S. Thrun, N. Roy, Michael Montemerlo, 2003 .

Evidence-based modeling of network discharge dynamics during periodic pacing to control epileptiform activity

Joelle Pineau, M. Avoli, G. Panuccio, 2012, Journal of Neuroscience Methods.

Improving Reproducibility in Machine Learning Research (A Report from the NeurIPS 2019 Reproducibility Program) pdf

Joelle Pineau, Hugo Larochelle, Philippe Vincent-Lamarre, 2020, J. Mach. Learn. Res..

UnNatural Language Inference pdf

Joelle Pineau, Adina Williams, Koustuv Sinha, 2020, ACL.

A multiple imputation strategy for sequential multiple assignment randomized trials.

Joelle Pineau, Susan A Murphy, Eric B. Laber, 2017, Statistics in medicine.

Assessing Generalization in TD methods for Deep Reinforcement Learning

Joelle Pineau, Doina Precup, Emmanuel Bengio, 2019 .

Separable value functions across time-scales

Joelle Pineau, Peter Henderson, Emma Brunskill, 2019, International Conference on Machine Learning.

Planning under uncertainty in robotics

Joelle Pineau, Nikos A. Vlassis, Geoffrey J. Gordon, 2006, Robotics Auton. Syst..

Overcoming missing data in a sequential , multiple assignment , randomized clinical trial of patients with schizophrenia

Eric B. Laber, Joelle Pineau, S. Murphy, 2022 .

Learning Robust State Abstractions for Hidden-Parameter Block MDPs

Joelle Pineau, Khimya Khetarpal, Shagun Sodhani, 2021, ICLR.

Democratising the Digital Revolution: The Role of Data Governance

Joelle Pineau, Sylvie Delacroix, Jessica Montgomery, 2021, Reflections on Artificial Intelligence for Humanity.

RapidBrachyDL: Rapid Radiation Dose Calculations in Brachytherapy via Deep Learning.

Joelle Pineau, S. Enger, R. Keyes, 2020, International journal of radiation oncology, biology, physics.

Towards the Systematic Reporting of the Energy and Carbon Footprints of Machine Learning

Joelle Pineau, Dan Jurafsky, Peter Henderson, 2020, ArXiv.

A Decision-Theoretic Approach for the Collaborative Control of a Smart Wheelchair

S. Srinivasa, Joelle Pineau, Shervin Javdani, 2017, International Journal of Social Robotics.

Implementation of donor screening for infectious agents transmitted by blood by nucleic acid technology: update to 2003

Indira Hewlett, Ludo Muylle, Susan L. Stramer, 2005 .

Adversarial Soft Advantage Fitting: Imitation Learning without Policy Optimization

Joelle Pineau, C. Pal, Derek Nowrouzezahrai, 2020, NeurIPS.

Scalable Multi-Agent Inverse Reinforcement Learning via Actor-Attention-Critic pdf

Joelle Pineau, Wonseok Jeon, Derek Nowrouzezahrai, 2020, ArXiv.

The RLLChatbot: a solution to the ConvAI challenge pdf

Joelle Pineau, Peter Henderson, Koustuv Sinha, 2018, ArXiv.

Sequential Coordination of Deep Models for Learning Visual Arithmetic pdf

Joelle Pineau, Guillaume Rabusseau, Eric Crawford, 2018, ArXiv.

On the interaction between supervision and self-play in emergent communication pdf

Joelle Pineau, Abhinav Gupta, Jakob N. Foerster, 2020, ICLR.

On the Pitfalls of Measuring Emergent Communication

Joelle Pineau, Y-Lan Boureau, Yann Dauphin, 2019, AAMAS.

Towards Emerging Nonverbal Communication Protocols for Multi-Robot Populations

Joelle Pineau, Franziska Meier, Douwe Kiela, 2010 .

Efficient learning and planning with compressed predictive states pdf

Joelle Pineau, William L. Hamilton, Mahdi Milani Fard, 2013, J. Mach. Learn. Res..

Goal-Directed Online Learning of Predictive Models

Joelle Pineau, Sylvie C. W. Ong, Yuri Grinberg, 2011, EWRL.

A Bayesian Approach for Learning and Planning in Partially Observable Markov Decision Processes

Joelle Pineau, Stéphane Ross, Brahim Chaib-draa, 2011, J. Mach. Learn. Res..

Manifold Embeddings for Model-Based Reinforcement Learning under Partial Observability

Keith Bush, Joelle Pineau, Joelle Pineau, 2009, NIPS.

Bayes-Adaptive POMDPs: A New Perspective on the Explore-Exploit Tradeoff in Partially Observable Domains

Joelle Pineau, Stéphane Ross, Brahim Chaib-draa, 2008, ISAIM.

Tractable planning under uncertainty: exploiting structure

Joelle Pineau, Sebastian Thrun, Geoffrey J. Gordon, 2004 .

Multi-Task Reinforcement Learning with Context-based Representations pdf

Joelle Pineau, Shagun Sodhani, Amy Zhang, 2021, ICML.

Probablistic Control of Human Robot Interaction : Experiments with A Robotic Assistant for Nursing Homes

S. Thrun, N. Roy, Michael Montemerlo, 2003 .

Pearl: A Mobile Robotic Assistant for the Elderly

Joelle Pineau, Sebastian Thrun, Judith T. Matthews, 2002 .

UnNatural Language Inference

Joelle Pineau, Adina Williams, Koustuv Sinha, 2020, ACL.

Spoken Dialog Management for Robots

Joelle Pineau, Sebastian Thrun, Nicholas Roy, 2000, ACL 2000.

Applying Metric-Trees to Belief-Point POMDPs

Joelle Pineau, Sebastian Thrun, Geoffrey J. Gordon, 2003, NIPS.

Conditional Computation in Neural Networks for faster models pdf

Joelle Pineau, Doina Precup, Pierre-Luc Bacon, 2015, ArXiv.

Circulating proteins to predict adverse COVID-19 outcomes

Joelle Pineau, C. Greenwood, E. Kenigsberg, 2021, medRxiv.

Recurrent Boosting for Classification of Natural and Synthetic Time-Series Data

Joelle Pineau, Robert D. Vincent, Philip de Guzman, 2007, Canadian Conference on AI.

Recurrent Boosting Method for Time-Dependent Classification of Epileptiform Signals

Joelle Pineau, Philip de Guzman, Robert D. Vincent, 2006 .

Improving Sample Efficiency in Model-Free Reinforcement Learning from Images

Joelle Pineau, Ilya Kostrikov, Rob Fergus, 2019, AAAI.

Novelty Search in representational space for sample efficient exploration pdf

Joelle Pineau, Vincent François-Lavet, Ruo Yu Tao, 2020, NeurIPS.

Learning Robust Features using Deep Learning for Automatic Seizure Detection

Joelle Pineau, Andrew Lim, Pierre Thodoroff, 2016, MLHC.

Development and Validation of a Robust Speech Interface for Improved Human-Robot Interaction

Joelle Pineau, Robert West, Robert Kaplow, 2009, Int. J. Soc. Robotics.

Adversarial Gain pdf

Joelle Pineau, Peter Henderson, Koustuv Sinha, 2018, ArXiv.

An Actor-Critic Algorithm for Sequence Prediction pdf

Joelle Pineau, Yoshua Bengio, Aaron C. Courville, 2016, ICLR.

Building End-To-End Dialogue Systems Using Generative Hierarchical Neural Network Models

Joelle Pineau, Yoshua Bengio, Aaron C. Courville, 2015, AAAI.

Automatically characterizing driving activities onboard smart wheelchairs from accelerometer data

Joelle Pineau, Philippe Archambault, HiuKim Yuen, 2015, 2015 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).

Plan2Vec: Unsupervised Representation Learning by Latent Plans pdf

Joelle Pineau, Pieter Abbeel, Ge Yang, 2020, L4DC.

Natural Environment Benchmarks for Reinforcement Learning pdf

Joelle Pineau, Yuxin Wu, Amy Zhang, 2018, ArXiv.

Intervention Design for Effective Sim2Real Transfer pdf

Joelle Pineau, David Meger, Melissa Mozifian, 2020, ArXiv.

Maximum Mean Discrepancy Imitation Learning

Joelle Pineau, Beomjoon Kim, Joelle Pineau, 2013, Robotics: Science and Systems.

Domain Adversarial Reinforcement Learning pdf

Joelle Pineau, Thang Doan, Bonnie Li, 2021, ArXiv.

Interference and Generalization in Temporal Difference Learning pdf

Joelle Pineau, Doina Precup, Emmanuel Bengio, 2020, ICML.

Invariant Causal Prediction for Block MDPs

Doina Precup, Clare Lyle, Joelle Pineau, 2020, ICML.

Combined Reinforcement Learning via Abstract Representations

Joelle Pineau, Yoshua Bengio, Doina Precup, 2018, AAAI.

Decoupling Dynamics and Reward for Transfer Learning pdf

Joelle Pineau, Amy Zhang, Harsh Satija, 2018, ICLR.

Learning Causal State Representations of Partially Observable Environments pdf

Joelle Pineau, Kamyar Azizzadenesheli, Anima Anandkumar, 2019, ArXiv.

Building Adaptive Dialogue Systems Via Bayes-Adaptive POMDPs

Joelle Pineau, Brahim Chaib-draa, ShaoWei Png, 2012, IEEE Journal of Selected Topics in Signal Processing.

Bayesian reinforcement learning for POMDP-based dialogue systems

Joelle Pineau, ShaoWei Png, Joelle Pineau, 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Block Contextual MDPs for Continual Learning pdf

Joelle Pineau, Franziska Meier, Shagun Sodhani, 2021, L4DC.

L EARNING R OBUST S TATE A BSTRACTIONS

Joelle Pineau, Amy Zhang, Khimya Khetarpal, 2021 .

Multi-Task Reinforcement Learning as a Hidden-Parameter Block MDP pdf

Joelle Pineau, Khimya Khetarpal, Amy Zhang, 2020, ArXiv.

Recurrent Value Functions pdf

Joelle Pineau, Doina Precup, Pierre Thodoroff, 2019, ArXiv.

A Decision-Theoretic Approach for the Collaborative Control of a Smart Wheelchair

Siddhartha S. Srinivasa, Joelle Pineau, Richard Gourdeau, 2018, Int. J. Soc. Robotics.

Information Gathering and Reward Exploitation of Subgoals for POMDPs

Joelle Pineau, Hang Ma, Joelle Pineau, 2015, AAAI.

Modelling Sparse Dynamical Systems with Compressed Predictive State Representations

Joelle Pineau, William L. Hamilton, Mahdi Milani Fard, 2013, ICML.

Designing Intelligent Wheelchairs: Reintegrating AI

Joelle Pineau, Joelle Pineau, 2013, AAAI Spring Symposium: Designing Intelligent Robots.

Design and validation of an intelligent wheelchair towards a clinically-functional outcome

Joelle Pineau, François Routhier, Louise Demers, 2013, Journal of NeuroEngineering and Rehabilitation.

Multi-tasking SLAM

Joelle Pineau, Arthur Guez, A. Guez, 2010, 2010 IEEE International Conference on Robotics and Automation.

A Bayesian Method for Learning POMDP Observation Parameters for Robot Interaction Management Systems

Joelle Pineau, Amin Atrash, Joelle Pineau, 2010 .

On the Design and Validation of an Intelligent Powered Wheelchair: Lessons from the SmartWheeler Project

Joelle Pineau, Robert Kaplow, Amin Atrash, 2010 .

A bayesian reinforcement learning approach for customizing human-robot interfaces

Joelle Pineau, Amin Atrash, Joelle Pineau, 2009, IUI.

Learning Algorithms for Automata with Observations

Joelle Pineau, Doina Precup, Prakash Panangaden, 2007 .

SmartWheeler: A Robotic Wheelchair Test-Bed for Investigating New Models of Human-Robot Interaction

Joelle Pineau, Amin Atrash, Joelle Pineau, 2007, AAAI Spring Symposium: Multidisciplinary Collaboration for Socially Assistive Robotics.

Policy-contingent abstraction for robust robot control

Joelle Pineau, Sebastian Thrun, Geoffrey J. Gordon, 2002, UAI.

An integrated approach to hierarchy and abstraction for pomdps

Joelle Pineau, Sebastian Thrun, S. Thrun, 2002 .

High-level robot behavior control using POMDPs

Joelle Pineau, Sebastian Thrun, S. Thrun, 2002 .

Policy-contingent state abstraction for hierarchical MDPs

Geoffrey J. Gordon, Joelle Pineau, 2002 .

Hierarchical POMDP Decomposition for A Conversational Robot

S. Thrun, Joelle Pineau, 2001 .

A multiple imputation strategy for sequential multiple assignment randomized trials

Joelle Pineau, Eric Laber, Joelle Pineau, 2014, Statistics in medicine.

Generative Deep Neural Networks for Dialogue: A Short Review pdf

Joelle Pineau, Iulian Serban, Ryan Lowe, 2016, ArXiv.

Ethical Challenges in Data-Driven Dialogue Systems

Peter Henderson, Joelle Pineau, Koustuv Sinha, 2017, AIES.

Machine Learning for COVID-19 needs global collaboration and data-sharing

Joelle Pineau, Nathan Peiffer-Smadja, Redwan Maatoug, 2020, Nat. Mach. Intell..

Development of a polygenic risk score to improve screening for fracture risk: A genetic risk prediction study

David M. Evans, D. Kiel, Joelle Pineau, 2020, PLoS medicine.

Machine Learning to Predict Osteoporotic Fracture Risk from Genotypes

D. Kiel, Joelle Pineau, C. Greenwood, 2018, bioRxiv.

Automatic Seizure Detection in an In-Vivo Model of Epilepsy

Joelle Pineau, Guillaume Saulnier, Joelle Pineau, 2011, AAAI Spring Symposium: Computational Physiology.

Learning an Unreferenced Metric for Online Dialogue Evaluation

Joelle Pineau, William L. Hamilton, Koustuv Sinha, 2020, ACL.

Language GANs Falling Short pdf

Joelle Pineau, Hugo Larochelle, Massimo Caccia, 2018, ICLR.

How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation

Joelle Pineau, Iulian Serban, Ryan Lowe, 2016, EMNLP.

Efficient Continual Learning Ensembles in Neural Network Subspaces

Seyed Iman Mirzadeh, Joelle Pineau, Mehrdad Farajtabar, 2022, ArXiv.

Online Learned Continual Compression with Adaptive Quantization Modules

Joelle Pineau, Massimo Caccia, Eugene Belilovsky, 2019, ICML.

A Hierarchical Latent Variable Encoder-Decoder Model for Generating Dialogues pdf

Joelle Pineau, Yoshua Bengio, Aaron C. Courville, 2016, AAAI.

Differences in the Evacuation Behaviour of Office and Apartment Building Occupants

Joelle Pineau, Guylène Proulx, Joelle Pineau, 1996 .

Training End-to-End Dialogue Systems with the Ubuntu Dialogue Corpus

Joelle Pineau, Iulian Serban, Chia-Wei Liu, 2017, Dialogue Discourse.

When AIs Outperform Doctors: Confronting the Challenges of a Tort-Induced Over-Reliance on Machine Learning

Joelle Pineau, Ian R. Kerr, A. Michael Froomkin, 2019 .

Constructing evidence-based treatment strategies using methods from computer science.

Joelle Pineau, Marc G. Bellemare, Susan A Murphy, 2007, Drug and alcohol dependence.

TarMAC: Targeted Multi-Agent Communication pdf

Joelle Pineau, Abhishek Das, Michael G. Rabbat, 2018, ICML.

Deep Generative Modeling of LiDAR Data

Joelle Pineau, Herke van Hoof, Aaron C. Courville, 2018, 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).

Person tracking and following with 2D laser scanners

Joelle Pineau, Hong Zhang, Nicolas A. Olmedo, 2015, 2015 IEEE International Conference on Robotics and Automation (ICRA).

Spatially Invariant Unsupervised Object Detection with Convolutional Neural Networks

Joelle Pineau, Eric Crawford, Joelle Pineau, 2019, AAAI.

CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text pdf

Joelle Pineau, William L. Hamilton, Koustuv Sinha, 2019, EMNLP.

Exploiting Spatial Invariance for Scalable Unsupervised Object Tracking

Joelle Pineau, Eric Crawford, Joelle Pineau, 2019, AAAI.

COVID-19 Prognosis via Self-Supervised Representation Learning and Multi-Image Prediction

Farah E. Shamout, Krzysztof J. Geras, Anuroop Sriram, 2021, ArXiv.

Socially Adaptive Path Planning in Human Environments Using Inverse Reinforcement Learning

Joelle Pineau, Beomjoon Kim, Joelle Pineau, 2016, Int. J. Soc. Robotics.

Independently Controllable Features pdf

Joelle Pineau, Yoshua Bengio, Doina Precup, 2017 .

Seeded self-play for language learning

Joelle Pineau, Jakob N. Foerster, Douwe Kiela, 2019, EMNLP.

Treating Epilepsy via Adaptive Neurostimulation: a Reinforcement Learning Approach

Joelle Pineau, Robert D. Vincent, Arthur Guez, 2009, Int. J. Neural Syst..

PAC-Bayesian Model Selection for Reinforcement Learning

Joelle Pineau, Mahdi Milani Fard, Joelle Pineau, 2010, NIPS.

[Evaluation of flow rate regulators for intravenous infusion].

Joelle Pineau, P. Prognon, E. Guérot, 2009, Annales francaises d'anesthesie et de reanimation.

Online Ensemble Learning for Imbalanced Data Streams pdf

Joelle Pineau, Boyu Wang, Joelle Pineau, 2013, ArXiv.

Online Bagging and Boosting for Imbalanced Data Streams

Joelle Pineau, Boyu Wang, Joelle Pineau, 2013, IEEE Transactions on Knowledge and Data Engineering.

The importance of transparency and reproducibility in artificial intelligence research

Trevor Hastie, Joelle Pineau, Robert Tibshirani, 2020, 2003.00898.

Theoretical Analysis of Heuristic Search Methods for Online POMDPs

Joelle Pineau, Brahim Chaib-draa, Stéphane Ross, 2007, NIPS.

On the Evaluation of Dialogue Systems with Next Utterance Classification pdf

Joelle Pineau, Iulian Serban, Ryan Lowe, 2016, SIGDIAL Conference.

No Press Diplomacy: Modeling Multi-Agent Gameplay

Aaron C. Courville, Jonathan K. Kummerfeld, Joelle Pineau, 2019, NeurIPS.

Piecewise Latent Variables for Neural Variational Text Processing

Joelle Pineau, Aaron C. Courville, Alexander Ororbia, 2016, EMNLP.

MVFST-RL: An Asynchronous RL Framework for Congestion Control with Delayed Actions

Alexander H. Miller, Michael G. Rabbat, Joelle Pineau, 2019, ArXiv.

Modeling Glucagon Action in Patients With Type 1 Diabetes

Joelle Pineau, Ahmad Haidar, Joseph El Youssef, 2017, IEEE Journal of Biomedical and Health Informatics.

Adaptive Treatment Allocation Using Sub-Sampled Gaussian Processes

Joelle Pineau, Audrey Durand, Joelle Pineau, 2015, AAAI Fall Symposia.

Constrained Markov Decision Processes via Backward Value Functions

Joelle Pineau, Philip Amortila, Harsh Satija, 2020, ICML.

Independently Controllable Factors pdf

Philippe Beaudoin, Joelle Pineau, Yoshua Bengio, 2017, ArXiv.

An Inference-Based Policy Gradient Method for Learning Options

Joelle Pineau, Herke van Hoof, Matthew Smith, 2018, ICML.

Deep interpretability for GWAS pdf

Joelle Pineau, Audrey Durand, Louis-Philippe Lemieux Perreault, 2020, ArXiv.

SPeCiaL: Self-Supervised Pretraining for Continual Learning pdf

Joelle Pineau, Lucas Caccia, Joelle Pineau, 2021, CSSL.

Automated Data-Driven Generation of Personalized Pedagogical Interventions in Intelligent Tutoring Systems

Joelle Pineau, Ekaterina Kochmar, Robert Belfer, 2021, International Journal of Artificial Intelligence in Education.

How To Evaluate Your Dialogue System: Probe Tasks as an Alternative for Token-level Evaluation Metrics pdf

Joelle Pineau, Sarath Chandar, Prasanna Parthasarathi, 2020, ArXiv.

Extending Neural Generative Conversational Model using External Knowledge Sources

Joelle Pineau, Prasanna Parthasarathi, Joelle Pineau, 2018, EMNLP.

Compositional Language Understanding with Text-based Relational Reasoning pdf

Joelle Pineau, William L. Hamilton, Koustuv Sinha, 2018, ArXiv.

Focused Hierarchical RNNs for Conditional Sequence Processing pdf

Joelle Pineau, Christopher Joseph Pal, Yoshua Bengio, 2018, ICML.

RE-EVALUATE: Reproducibility in Evaluating Reinforcement Learning Algorithms

Joelle Pineau, Khimya Khetarpal, Andre Cianflone, 2018 .

A Deep Reinforcement Learning Chatbot (Short Version) pdf

Joelle Pineau, Sandeep Subramanian, Michael Pieper, 2018, ArXiv.

Online Learned Continual Compression with Stacked Quantization Module

Joelle Pineau, Eugene Belilovsky, Massimo Caccia, 2019, ArXiv.

Multitask Metric Learning: Theory and Algorithm

Joelle Pineau, Zebang Shen, Peng Liu, 2019, AISTATS.

Benchmarking Batch Deep Reinforcement Learning Algorithms pdf

Joelle Pineau, Mohammad Ghavamzadeh, Scott Fujimoto, 2019, ArXiv.

Online Learned Continual Compression with Adaptive Quantization Modules

Joelle Pineau, Eugene Belilovsky, Massimo Caccia, 2019, ICML.

Reward Estimation for Variance Reduction in Deep Reinforcement Learning

Peter Henderson, Joelle Pineau, Joshua Romoff, 2018, CoRL.

Contextual Bandits for Adapting Treatment in a Mouse Model of de Novo Carcinogenesis

Joelle Pineau, Georgios D. Mitsis, Audrey Durand, 2018, MLHC.

ACtuAL: Actor-Critic Under Adversarial Learning pdf

Joelle Pineau, Christopher Joseph Pal, Yoshua Bengio, 2017, ArXiv.

Group Fairness in Reinforcement Learning

A. Lazaric, Harsh Satija, Joelle Pineau, 2023, Trans. Mach. Learn. Res..

Multi-Objective SPIBB: Seldonian Offline Policy Improvement with Safety Constraints in Finite MDPs pdf

Romain Laroche, Joelle Pineau, Philip S. Thomas, 2021, NeurIPS.

The Bottleneck Simulator: A Model-based Deep Reinforcement Learning Approach

Joelle Pineau, Michael Pieper, Yoshua Bengio, 2018, J. Artif. Intell. Res..

Independently Controllable Features

Yoshua Bengio, Doina Precup, Joelle Pineau, 2017, ArXiv.

L ANGUAGE GAN S F ALLING S HORT

H. Larochelle, Joelle Pineau, W. Fedus, 2020 .

Exploring Zero-Shot Emergent Communication in Embodied Multi-Agent Populations pdf

Joelle Pineau, Kalesha Bullard, Jakob N. Foerster, 2020, ArXiv.

POMDP Planning for Robust Robot Control

Joelle Pineau, Geoffrey J. Gordon, Joelle Pineau, 2005, ISRR.

Randomized Value Functions via Multiplicative Normalizing Flows

Joelle Pineau, Pascal Vincent, Joshua Romoff, 2018, UAI.

Correcting Momentum in Temporal Difference Learning pdf

Joelle Pineau, Doina Precup, Emmanuel Bengio, 2021, ArXiv.

Where Did My Optimum Go?: An Empirical Analysis of Gradient Descent Optimization in Policy Gradient Methods pdf

Joelle Pineau, Peter Henderson, Joshua Romoff, 2018, ArXiv.

Methods of Moments for Learning Stochastic Languages: Unified Presentation and Empirical Comparison

Joelle Pineau, Borja Balle, William L. Hamilton, 2014, ICML.

Generalized Dictionary for Multitask Learning with Boosting

Joelle Pineau, Boyu Wang, Joelle Pineau, 2016, IJCAI.

Robust Policy Learning over Multiple Uncertainty Sets

Joelle Pineau, Chelsea Finn, A. Xie, 2022, ICML.

Model-Invariant State Abstractions for Model-Based Reinforcement Learning

Matthew E. Taylor, Joelle Pineau, R. Calandra, 2021, ArXiv.

Exploring Powered Wheelchair Users and Their Caregivers’ Perspectives on Potential Intelligent Power Wheelchair Use: A Qualitative Study

Joelle Pineau, François Routhier, Louise Demers, 2014, International journal of environmental research and public health.

Active Learning for Developing Personalized Treatment pdf

Joelle Pineau, Susan A. Murphy, Kun Deng, 2011, UAI.

COVID-19 Deterioration Prediction via Self-Supervised Representation Learning and Multi-Image Prediction.

Joelle Pineau, Farah E. Shamout, Krzysztof J. Geras, 2021, ArXiv.

OptionGAN: Learning Joint Reward-Policy Options using Generative Adversarial Inverse Reinforcement Learning

Joelle Pineau, Peter Henderson, Doina Precup, 2017, AAAI.

An integrated approach to hierarchy and abstraction for POMDPs

S. Thrun, Joelle Pineau, 2002 .

Gossip-based Actor-Learner Architectures for Deep Reinforcement Learning

Joelle Pineau, Joshua Romoff, Mahmoud Assran, 2019, NeurIPS.

Learning from Limited Demonstrations

Joelle Pineau, Doina Precup, Beomjoon Kim, 2013, NIPS.

PAC-Bayesian Policy Evaluation for Reinforcement Learning

Joelle Pineau, Csaba Szepesvári, Mahdi Milani Fard, 2011, UAI.

Plan2Vec: Unsupervised Representation Learning by Latent Plans

Ari S. Morcos, P. Abbeel, Joelle Pineau, 2020, L4DC.

Reinforcement learning with limited reinforcement: using Bayes risk for active learning in POMDPs

N. Roy, Joelle Pineau, F. Doshi-Velez, 2008, ICML '08.

Wikispeedia: An Online Game for Inferring Semantic Distances between Concepts

Doina Precup, Joelle Pineau, Robert West, 2009, IJCAI.

Separating value functions across time-scales pdf

Joelle Pineau, Peter Henderson, Emma Brunskill, 2019, ICML 2019.

Predicting Success in Goal-Driven Human-Human Dialogues

Jackie Chi Kit Cheung, Joelle Pineau, Michael Noseworthy, 2017, SIGDIAL Conference.

Non-Deterministic Policies in Markovian Decision Processes

Joelle Pineau, Mahdi Milani Fard, Joelle Pineau, 2014, J. Artif. Intell. Res..

Online Adaptative Curriculum Learning for GANs

Joelle Pineau, Audrey Durand, João Monteiro, 2018, AAAI.

MACA: A Modular Architecture for Conversational Agents

Joelle Pineau, Prasanna Parthasarathi, Hoai Phuoc Truong, 2017, SIGDIAL Conference.

RRT-Plan: A Randomized Algorithm for STRIPS Planning

Joelle Pineau, Gregory Dudek, Daniel Burfoot, 2006, ICAPS.

A Generalized Bootstrap Target for Value-Learning, Efficiently Combining Value and Feature Predictions

Joelle Pineau, Blake A. Richards, Anthony GX-Chen, 2022, AAAI.

Automatic Detection and Classification of Unsafe Events During Power Wheelchair Use

Joelle Pineau, Patrick Boissy, Francois Michaud, 2014, IEEE Journal of Translational Engineering in Health and Medicine.

Regularized Inverse Reinforcement Learning pdf

Joelle Pineau, Derek Nowrouzezahrai, Thang Doan, 2020, ICLR.

Evidence-based modeling of network discharge dynamics during periodic pacing to control epileptiform activity

Joelle Pineau, M. Avoli, G. Panuccio, 2012, Journal of Neuroscience Methods.

Improvement in Large POMDPs via an Error Minimization Search

Joelle Pineau, Stéphane Ross, B. Chaib-draa, 2007 .

TDprop: Does Jacobi Preconditioning Help Temporal Difference Learning? pdf

Peter Henderson, Joelle Pineau, Joshua Romoff, 2020, ArXiv.

TDprop: Does Adaptive Optimization With Jacobi Preconditioning Help Temporal Difference Learning?

Joelle Pineau, Peter Henderson, Joshua Romoff, 2021, AAMAS.

Streaming kernel regression with provably adaptive mean, variance, and regularization pdf

Joelle Pineau, Audrey Durand, Odalric-Ambrym Maillard, 2017, J. Mach. Learn. Res..

Variable resolution decomposition for robotic navigation under a POMDP framework

Joelle Pineau, Robert Kaplow, Amin Atrash, 2010, 2010 IEEE International Conference on Robotics and Automation.

Biomedical Research and Informatics Living Laboratory for Innovative Advances of New Technologies in Community Mobility Rehabilitation: Protocol for Evaluation and Rehabilitation of Mobility Across Continuums of Care

Joelle Pineau, A. Ptito, J. Fung, 2022, JMIR research protocols.

Bayesian Reinforcement Learning: A Survey

Aviv Tamar, Shie Mannor, M. Ghavamzadeh, 2015, Found. Trends Mach. Learn..

Point-based value iteration: an anytime algorithm for POMDPs

Gerhard Lakemeyer, Yongmei Liu, S. Thrun, 2003, IJCAI 2003.

Tensor Regression Networks with various Low-Rank Tensor Approximations pdf

Joelle Pineau, Guillaume Rabusseau, Xingwei Cao, 2017, ArXiv.

Online Boosting Algorithms for Anytime Transfer and Multitask Learning

Joelle Pineau, Boyu Wang, Joelle Pineau, 2015, AAAI.