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Offline RL With Resource Constrained Online Deployment



Jayanth Reddy Regatti , Aniket Anand Deshmukh , Frank Cheng , Young Hun Jung , Abhishek Gupta , Urun Dogan


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Representation Learning for Clustering via Building Consensus



Aniket Anand Deshmukh , Jayanth Reddy Regatti , Eren Manavoglu , Urun Dogan


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Consensus Clustering with Unsupervised Representation Learning



Jayanth Reddy Regatti , Aniket Anand Deshmukh , Eren Manavoglu , Urun Dogan


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Zero Shot Domain Generalization



Udit Maniyar , Joseph K J , Aniket Anand Deshmukh , Urun Dogan , Vineeth N Balasubramanian

* Accepted to BMVC 2020 

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Self-Supervised Contextual Bandits in Computer Vision



Aniket Anand Deshmukh , Abhimanu Kumar , Levi Boyles , Denis Charles , Eren Manavoglu , Urun Dogan


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Data Transformation Insights in Self-supervision with Clustering Tasks



Abhimanu Kumar , Aniket Anand Deshmukh , Urun Dogan , Denis Charles , Eren Manavoglu


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Label-similarity Curriculum Learning



Urun Dogan , Aniket Anand Deshmukh , Marcin Machura , Christian Igel


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A Generalization Error Bound for Multi-class Domain Generalization



Aniket Anand Deshmukh , Yunwen Lei , Srinagesh Sharma , Urun Dogan , James W. Cutler , Clayton Scott


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Data-dependent Generalization Bounds for Multi-class Classification



Yunwen Lei , Urun Dogan , Ding-Xuan Zhou , Marius Kloft


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Domain Generalization by Marginal Transfer Learning



Gilles Blanchard , Aniket Anand Deshmukh , Urun Dogan , Gyemin Lee , Clayton Scott


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