S. Ross

Most-cited papers

A Reduction of Imitation Learning and Structured Prediction to No-Regret Online Learning
S. Ross, Geoffrey J. Gordon, J. Bagnell
2010International Conference on Artificial Intelligence and Statistics4,910 citations
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Efficient Reductions for Imitation Learning
S. Ross, J. Bagnell
2010International Conference on Artificial Intelligence and Statistics1,097 citations
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Online Planning Algorithms for POMDPs
S. Ross, Joelle Pineau, Sébastien Paquet, B. Chaib-draa
2008Journal of Artificial Intelligence Research612 citations Open access
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Learning monocular reactive UAV control in cluttered natural environments
S. Ross, Narek Melik-Barkhudarov, Kumar Shaurya Shankar, Andreas Wendel +3 more
2012IEEE International Conference on Robotics and Automation458 citations Open access
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Reinforcement and Imitation Learning via Interactive No-Regret Learning
S. Ross, J. Bagnell
2014arXiv.org299 citations
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Bayes-Adaptive POMDPs
S. Ross, B. Chaib-draa, Joelle Pineau
2007Neural Information Processing Systems200 citations
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Agnostic System Identification for Model-Based Reinforcement Learning
S. Ross, J. Bagnell
2012International Conference on Machine Learning161 citations
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A Bayesian Approach for Learning and Planning in Partially Observable Markov Decision Processes
S. Ross, Joelle Pineau, B. Chaib-draa, Pierre Kreitmann
2011Journal of machine learning research160 citations
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No-Regret Reductions for Imitation Learning and Structured Prediction
S. Ross, Geoffrey J. Gordon, J. Bagnell
2010arXiv.org159 citations
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Learning message-passing inference machines for structured prediction
S. Ross, Daniel Munoz, Martial Hebert, J. Bagnell
2011Computer Vision and Pattern Recognition122 citations Open access
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AEMS: An Anytime Online Search Algorithm for Approximate Policy Refinement in Large POMDPs
S. Ross, B. Chaib-draa
2007International Joint Conference on Artificial Intelligence92 citations
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Normalized Online Learning
S. Ross, Paul Mineiro, John Langford
2013Conference on Uncertainty in Artificial Intelligence73 citations
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Bayesian reinforcement learning in continuous POMDPs with application to robot navigation
S. Ross, B. Chaib-draa, Joelle Pineau
2008IEEE International Conference on Robotics and Automation73 citations
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Model-Based Bayesian Reinforcement Learning in Large Structured Domains
S. Ross, Joelle Pineau
2008Conference on Uncertainty in Artificial Intelligence67 citations
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Satisfaction Equilibrium: Achieving Cooperation in Incomplete Information Games
S. Ross, B. Chaib-draa
2006Canadian AI49 citations
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Bayesian reinforcement learning in continuous POMDPs with gaussian processes
Patrick Dallaire, Camille Besse, S. Ross, B. Chaib-draa
20092009 IEEE/RSJ International Conference on Intelligent Robots and Systems44 citations
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Learning Policies for Contextual Submodular Prediction
S. Ross, Jiaji Zhou, Yisong Yue, Debadeepta Dey +1 more
2013International Conference on Machine Learning34 citations
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Theoretical Analysis of Heuristic Search Methods for Online POMDPs
S. Ross, Joelle Pineau, B. Chaib-draa
2007Neural Information Processing Systems27 citations
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Interactive Learning for Sequential Decisions and Predictions
S. Ross
201326 citations
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Hybrid POMDP Algorithms
Sébastien Paquet, B. Chaib-draa, S. Ross
200625 citations
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Stability Conditions for Online Learnability
S. Ross, J. Bagnell
2011arXiv.org22 citations
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Efficient programmable learning to search
Hal Daumé, John Langford, S. Ross
2014arXiv.org20 citations
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A Credit Assignment Compiler for Joint Prediction
Kai-Wei Chang, He He, S. Ross, Hal Daumé +1 more
2014Neural Information Processing Systems20 citations
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Agent Prioritization for Autonomous Navigation
Khaled S. Refaat, Kai Ding, N. Ponomareva, S. Ross
2019IEEE/RJS International Conference on Intelligent RObots and Systems17 citations Open access
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Sensitivity Analysis of POMDP Value Functions
S. Ross, Masoumeh T. Izadi, M. Mercer, D. Buckeridge
2009International Conference on Machine Learning and Applications14 citations
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Learning to Play a Satisfaction Equilibrium
S. Ross, B. Chaib-draa
200614 citations
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Bayes-Adaptive POMDPs: A New Perspective on the Explore-Exploit Tradeoff in Partially Observable Domains
Joelle Pineau, S. Ross, B. Chaib-draa
2008International Symposium on Artificial Intelligence and Mathematics6 citations
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Knapsack Constrained Contextual Submodular List Prediction with Application to Multi-document Summarization
Jiaji Zhou, S. Ross, Yisong Yue, Debadeepta Dey +1 more
2013arXiv.org4 citations
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Adaptive Control of Epileptic Seizures using Reinforcement Learning
P. Panangaden, R. Kaplow, Cosmin Paduraru, Amin Atrash +8 more
20104 citations
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Learning Deep Inference Machines
J. Bagnell, Alexander Grubb, Daniel Munoz, S. Ross
20102 citations
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120MO Inupadenant combined with chemotherapy in patients with non-squamous NSCLC progressing on or after immune checkpoint inhibitor therapy: Results from dose-finding part of the A2A-005 trial
K. Cuppens, G. L. Russo, O. J. Juan Vidal, E. Felip +16 more
2024Immuno-Oncology and Technology1 citations Open access
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Efficient Reductions for Imitation Learning Supplementary Material
S. Ross, J. Bagnell
20101 citations
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Report on Satisfaction Equilibria ?
S. Ross, B. Chaib-draa
20051 citations
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Proceedings of the 18th SIGMORPHON Workshop on Computational Research in Phonetics, Phonology, and Morphology
François Roewer-Després, A. Y. Yeung, Ilan Kogan, J. Carletta +496 more
20210 citations Open access
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Convert into a Supervised Training Problem
S. Ross, Geoffrey J. Gordon, J. Bagnell, SergeyLevine +2 more
20200 citations
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Online Planning Algorithms for POMDPs
S. Ross, J. Pineau, Sébastien Paquet, B. Chaib-draa
2014arXiv.org0 citations
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Learning Policies for Contextual Submodular Prediction-Supplementary Material
S. Ross
20130 citations
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No-Regret Methods for Learning Sequential Predictions Thesis Proposal
S. Ross
20110 citations
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16-899 C ACRL Tetris Reinforcement Learner
Alexander Grubb, S. Ross, Felix Duvallet
20090 citations
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Model-based Bayesian Reinforcement Learning with Tree-based State Aggregation
Cosmin Paduraru, Doina Precup, S. Ross, Joelle Pineau
20080 citations
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COMP-627 Project Belief State Space Compression for Bayes-Adaptive POMDPs
S. Ross
20070 citations
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Improvement in Large POMDPs via an Error Minimization Search
S. Ross, Joelle Pineau, B. Chaib-draa
20070 citations
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The Benefits of Interaction for Learning Sequential Predictions
S. Ross, J. Bagnell
0 citations
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DAMAS-Rescue 2006
S. Ross, S. Paquet, B. Chaib-draa
0 citations
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Query-Driven Constraint Acquisition / 50
Alan Bundy, Peter Stone, María Carlos Ansótegui, Luisa Bonet +496 more
0 citations
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