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Selective Regression Under Fairness Criteria



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


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A Computationally Efficient Method for Learning Exponential Family Distributions



Abhin Shah , Devavrat Shah , Gregory W. Wornell


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A Semi-Blind Method for Localization of Underwater Acoustic Sources



Amir Weiss , Toros Arikan , Hari Vishnu , Grant B. Deane , Andrew C. Singer , Gregory W. Wornell


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Blind Modulo Analog-to-Digital Conversion of Vector Processes



Amir Weiss , Everest Huang , Or Ordentlich , Gregory W. Wornell

* arXiv admin note: substantial text overlap with arXiv:2108.08937 

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What You Can Learn by Staring at a Blank Wall



Prafull Sharma , Miika Aittala , Yoav Y. Schechner , Antonio Torralba , Gregory W. Wornell , William T. Freeman , Fredo Durand


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Blind Modulo Analog-to-Digital Conversion



Amir Weiss , Everest Huang , Or Ordentlich , Gregory W. Wornell


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On Learning Continuous Pairwise Markov Random Fields



Abhin Shah , Devavrat Shah , Gregory W. Wornell


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Computational Mirrors: Blind Inverse Light Transport by Deep Matrix Factorization



Miika Aittala , Prafull Sharma , Lukas Murmann , Adam B. Yedidia , Gregory W. Wornell , William T. Freeman , Fredo Durand

* Aittala, Miika, et al. "Computational Mirrors: Blind Inverse Light Transport by Deep Matrix Factorization." Advances in Neural Information Processing Systems. 2019 
* 14 pages, 5 figures, Advances in Neural Information Processing Systems 2019 

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On Universal Features for High-Dimensional Learning and Inference



Shao-Lun Huang , Anuran Makur , Gregory W. Wornell , Lizhong Zheng


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An Information Theoretic Interpretation to Deep Neural Networks



Shao-Lun Huang , Xiangxiang Xu , Lizhong Zheng , Gregory W. Wornell

* Accepted to ISIT 2019 

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