| 2019 | IROS | Agent Prioritization for Autonomous Navigation. | Khaled S. Refaat, Kai Ding, Natalia Ponomareva, Stphane Ross |
| 2013 | ICML | Learning Policies for Contextual Submodular Prediction. | Stphane Ross, Jiaji Zhou, Yisong Yue, Debadeepta Dey, Drew Bagnell |
| 2013 | ICRA | Learning monocular reactive UAV control in cluttered natural environments. | Stphane Ross, Narek Melik-Barkhudarov, Kumar Shaurya Shankar, Andreas Wendel, Debadeepta Dey, J. Andrew Bagnell, Martial Hebert |
| 2013 | UAI | Normalized Online Learning. | Stphane Ross, Paul Mineiro, John Langford |
| 2012 | ICML | Agnostic System Identification for Model-Based Reinforcement Learning. | Stphane Ross, Drew Bagnell |
| 2011 | CVPR | Learning message-passing inference machines for structured prediction. | Stphane Ross, Daniel Munoz, Martial Hebert, J. Andrew Bagnell |
| 2009 | ICMLA | Sensitivity Analysis of POMDP Value Functions. | Stphane Ross, Masoumeh T. Izadi, Mark Mercer, David L. Buckeridge |
| 2009 | IROS | Bayesian reinforcement learning in continuous POMDPs with gaussian processes. | Patrick Dallaire, Camille Besse, Stphane Ross, Brahim Chaib-draa |
| 2008 | ICRA | Bayesian reinforcement learning in continuous POMDPs with application to robot navigation. | Stphane Ross, Brahim Chaib-draa, Joelle Pineau |
| 2008 | ISAIM | Bayes-Adaptive POMDPs: A New Perspective on the Explore-Exploit Tradeoff in Partially Observable Domains. | Joelle Pineau, Stphane Ross, Brahim Chaib-draa |
| 2008 | UAI | Model-Based Bayesian Reinforcement Learning in Large Structured Domains. | Stphane Ross, Joelle Pineau |
| 2007 | IJCAI | AEMS: An Anytime Online Search Algorithm for Approximate Policy Refinement in Large POMDPs. | Stphane Ross, Brahim Chaib-draa |
| 2006 | AI | Satisfaction Equilibrium: Achieving Cooperation in Incomplete Information Games. | Stphane Ross, Brahim Chaib-draa |