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Meta-Learning for Simple Regret Minimization


Feb 25, 2022
Mohammadjavad Azizi, Branislav Kveton, Mohammad Ghavamzadeh, Sumeet Katariya


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Task-Agnostic Graph Explanations


Feb 16, 2022
Yaochen Xie, Sumeet Katariya, Xianfeng Tang, Edward Huang, Nikhil Rao, Karthik Subbian, Shuiwang Ji


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Deep Hierarchy in Bandits


Feb 03, 2022
Joey Hong, Branislav Kveton, Sumeet Katariya, Manzil Zaheer, Mohammad Ghavamzadeh


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Cold Brew: Distilling Graph Node Representations with Incomplete or Missing Neighborhoods


Nov 10, 2021
Wenqing Zheng, Edward W Huang, Nikhil Rao, Sumeet Katariya, Zhangyang Wang, Karthik Subbian

* - 

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Probabilistic Entity Representation Model for Reasoning over Knowledge Graphs


Oct 30, 2021
Nurendra Choudhary, Nikhil Rao, Sumeet Katariya, Karthik Subbian, Chandan K. Reddy

* Accepted at Thirty-fifth Conference on Neural Information Processing Systems 2021 (NeurIPS '21) 

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Pure Exploration with Structured Preference Feedback


Apr 12, 2021
Shubham Gupta, Aadirupa Saha, Sumeet Katariya


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Self-Supervised Hyperboloid Representations from Logical Queries over Knowledge Graphs


Dec 23, 2020
Nurendra Choudhary, Nikhil Rao, Sumeet Katariya, Karthik Subbian, Chandan K. Reddy

* Preprint version, 12 pages, 11 figures, 10 tables 

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Robust Outlier Arm Identification


Sep 21, 2020
Yinglun Zhu, Sumeet Katariya, Robert Nowak

* Full version of our ICML 2020 paper 

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MaxGap Bandit: Adaptive Algorithms for Approximate Ranking


Jun 03, 2019
Sumeet Katariya, Ardhendu Tripathy, Robert Nowak


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Conservative Exploration using Interleaving


Jun 03, 2018
Sumeet Katariya, Branislav Kveton, Zheng Wen, Vamsi K. Potluru


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Adaptive Sampling for Coarse Ranking


Feb 20, 2018
Sumeet Katariya, Lalit Jain, Nandana Sengupta, James Evans, Robert Nowak

* Accepted at AISTATS 2018 

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Bernoulli Rank-$1$ Bandits for Click Feedback


Mar 19, 2017
Sumeet Katariya, Branislav Kveton, Csaba Szepesvári, Claire Vernade, Zheng Wen


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Stochastic Rank-1 Bandits


Mar 08, 2017
Sumeet Katariya, Branislav Kveton, Csaba Szepesvari, Claire Vernade, Zheng Wen

* Proceedings of the 20th International Conference on Artificial Intelligence and Statistics 

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DCM Bandits: Learning to Rank with Multiple Clicks


May 31, 2016
Sumeet Katariya, Branislav Kveton, Csaba Szepesvári, Zheng Wen

* Proceedings of the 33rd International Conference on Machine Learning 

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Sparse Dueling Bandits


Jan 31, 2015
Kevin Jamieson, Sumeet Katariya, Atul Deshpande, Robert Nowak


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