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Equi-Tuning: Group Equivariant Fine-Tuning of Pretrained Models


Oct 13, 2022
Sourya Basu, Prasanna Sattigeri, Karthikeyan Natesan Ramamurthy, Vijil Chenthamarakshan, Kush R. Varshney, Lav R. Varshney, Payel Das

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Causal Bandits for Linear Structural Equation Models


Aug 26, 2022
Burak Varici, Karthikeyan Shanmugam, Prasanna Sattigeri, Ali Tajer

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Generating physically-consistent high-resolution climate data with hard-constrained neural networks


Aug 08, 2022
Paula Harder, Qidong Yang, Venkatesh Ramesh, Prasanna Sattigeri, Alex Hernandez-Garcia, Campbell Watson, Daniela Szwarcman, David Rolnick

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Causal Graphs Underlying Generative Models: Path to Learning with Limited Data


Jul 14, 2022
Samuel C. Hoffman, Kahini Wadhawan, Payel Das, Prasanna Sattigeri, Karthikeyan Shanmugam

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Scalable Intervention Target Estimation in Linear Models


Nov 15, 2021
Burak Varici, Karthikeyan Shanmugam, Prasanna Sattigeri, Ali Tajer

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* 23 pages, 4 figures, NeurIPS 2021 

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Selective Regression Under Fairness Criteria


Oct 28, 2021
Abhin Shah, Yuheng Bu, Joshua Ka-Wing Lee, Subhro Das, Rameswar Panda, Prasanna Sattigeri, Gregory W. Wornell

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AI Explainability 360: Impact and Design


Sep 24, 2021
Vijay Arya, Rachel K. E. Bellamy, Pin-Yu Chen, Amit Dhurandhar, Michael Hind, Samuel C. Hoffman, Stephanie Houde, Q. Vera Liao, Ronny Luss, Aleksandra Mojsilovic, Sami Mourad, Pablo Pedemonte, Ramya Raghavendra, John Richards, Prasanna Sattigeri, Karthikeyan Shanmugam, Moninder Singh, Kush R. Varshney, Dennis Wei, Yunfeng Zhang

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* arXiv admin note: text overlap with arXiv:1909.03012 

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Uncertainty Quantification 360: A Holistic Toolkit for Quantifying and Communicating the Uncertainty of AI


Jun 04, 2021
Soumya Ghosh, Q. Vera Liao, Karthikeyan Natesan Ramamurthy, Jiri Navratil, Prasanna Sattigeri, Kush R. Varshney, Yunfeng Zhang

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* Added references 

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Uncertainty Characteristics Curves: A Systematic Assessment of Prediction Intervals


Jun 01, 2021
Jiri Navratil, Benjamin Elder, Matthew Arnold, Soumya Ghosh, Prasanna Sattigeri

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* 10 pages main paper, 9 pages appendix 

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