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Robust Inverse Reinforcement Learning under Transition Dynamics Mismatch

Jul 02, 2020
Luca Viano, Yu-Ting Huang, Parameswaran Kamalaruban, Volkan Cevher


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Interaction-limited Inverse Reinforcement Learning

Jul 01, 2020
Martin Troussard, Emmanuel Pignat, Parameswaran Kamalaruban, Sylvain Calinon, Volkan Cevher


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Environment Shaping in Reinforcement Learning using State Abstraction

Jun 23, 2020
Parameswaran Kamalaruban, Rati Devidze, Volkan Cevher, Adish Singla


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Robust Reinforcement Learning via Adversarial training with Langevin Dynamics

Feb 14, 2020
Parameswaran Kamalaruban, Yu-Ting Huang, Ya-Ping Hsieh, Paul Rolland, Cheng Shi, Volkan Cevher


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Optimization for Reinforcement Learning: From Single Agent to Cooperative Agents

Dec 01, 2019
Donghwan Lee, Niao He, Parameswaran Kamalaruban, Volkan Cevher


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Interactive Teaching Algorithms for Inverse Reinforcement Learning

Jun 05, 2019
Parameswaran Kamalaruban, Rati Devidze, Volkan Cevher, Adish Singla

* IJCAI'19 paper (extended version) 

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Iterative Classroom Teaching

Nov 12, 2018
Teresa Yeo, Parameswaran Kamalaruban, Adish Singla, Arpit Merchant, Thibault Asselborn, Louis Faucon, Pierre Dillenbourg, Volkan Cevher

* AAAI'19 (extended version) 

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$d_{\mathcal{X}}$-Private Mechanisms for Linear Queries

Jun 06, 2018
Parameswaran Kamalaruban, Victor Perrier, Hassan Jameel Asghar, Mohamed Ali Kaafar


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Transitions, Losses, and Re-parameterizations: Elements of Prediction Games

May 20, 2018
Parameswaran Kamalaruban

* PhD thesis, The Australian National University, 2018. arXiv admin note: text overlap with arXiv:0901.0356 by other authors 

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Exp-Concavity of Proper Composite Losses

May 20, 2018
Parameswaran Kamalaruban, Robert C. Williamson, Xinhua Zhang

* PMLR 40:1035-1065, 2015 

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Minimax Lower Bounds for Cost Sensitive Classification

May 20, 2018
Parameswaran Kamalaruban, Robert C. Williamson


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Improved Optimistic Mirror Descent for Sparsity and Curvature

Sep 08, 2016
Parameswaran Kamalaruban


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Efficient and Consistent Robust Time Series Analysis

Jul 01, 2016
Kush Bhatia, Prateek Jain, Parameswaran Kamalaruban, Purushottam Kar


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