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Theoretical Perspectives on Deep Learning Methods in Inverse Problems


Jun 29, 2022
Jonathan Scarlett, Reinhard Heckel, Miguel R. D. Rodrigues, Paul Hand, Yonina C. Eldar

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Regularized Training of Intermediate Layers for Generative Models for Inverse Problems


Mar 08, 2022
Sean Gunn, Jorio Cocola, Paul Hand

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Score-based Generative Neural Networks for Large-Scale Optimal Transport


Oct 26, 2021
Max Daniels, Tyler Maunu, Paul Hand

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* NeurIPS 2021 camera ready version of paper 4675 

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Generator Surgery for Compressed Sensing


Mar 01, 2021
Niklas Smedemark-Margulies, Jung Yeon Park, Max Daniels, Rose Yu, Jan-Willem van de Meent, Paul Hand

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* Code available at: https://github.com/nik-sm/generator-surgery 

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Optimal Sample Complexity of Gradient Descent for Amplitude Flow via Non-Lipschitz Matrix Concentration


Oct 31, 2020
Paul Hand, Oscar Leong, Vladislav Voroninski

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Compressive Phase Retrieval: Optimal Sample Complexity with Deep Generative Priors


Aug 24, 2020
Paul Hand, Oscar Leong, Vladislav Voroninski

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* 62 pages, 3 figures 

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Nonasymptotic Guarantees for Low-Rank Matrix Recovery with Generative Priors


Jun 14, 2020
Jorio Cocola, Paul Hand, Vladislav Voroninski

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Global Convergence of Sobolev Training for Overparametrized Neural Networks


Jun 14, 2020
Jorio Cocola, Paul Hand

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* Accepted for presentation at the 6th International Conference on Machine Learning, Optimization and Data science - LOD 2020 

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