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ORCIDPaul Hand
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2020 – today
- 2024
[c15]Daniel Goldfarb, Itay Evron, Nir Weinberger, Daniel Soudry, Paul Hand:
The Joint Effect of Task Similarity and Overparameterization on Catastrophic Forgetting - An Analytical Model. ICLR 2024- [i29]Daniel Goldfarb, Itay Evron, Nir Weinberger, Daniel Soudry, Paul Hand:
The Joint Effect of Task Similarity and Overparameterization on Catastrophic Forgetting - An Analytical Model. CoRR abs/2401.12617 (2024) - 2023
- [j10]Sean Gunn, Jorio Cocola, Paul Hand:
Regularized Training of Intermediate Layers for Generative Models for Inverse Problems. Trans. Mach. Learn. Res. 2023 (2023) - [c14]Daniel Goldfarb, Paul Hand:
Analysis of Catastrophic Forgetting for Random Orthogonal Transformation Tasks in the Overparameterized Regime. AISTATS 2023: 2975-2993 - 2022
- [j9]Paul Hand, Reinhard Heckel, Jonathan Scarlett
:
Guest Editorial. IEEE J. Sel. Areas Inf. Theory 3(3): 432 (2022) - [j8]Jonathan Scarlett, Reinhard Heckel, Miguel R. D. Rodrigues, Paul Hand, Yonina C. Eldar:
Theoretical Perspectives on Deep Learning Methods in Inverse Problems. IEEE J. Sel. Areas Inf. Theory 3(3): 433-453 (2022) - [i28]Sean Gunn, Jorio Cocola, Paul Hand:
Regularized Training of Intermediate Layers for Generative Models for Inverse Problems. CoRR abs/2203.04382 (2022) - [i27]Jonathan Scarlett, Reinhard Heckel, Miguel R. D. Rodrigues, Paul Hand, Yonina C. Eldar:
Theoretical Perspectives on Deep Learning Methods in Inverse Problems. CoRR abs/2206.14373 (2022) - [i26]Daniel Goldfarb, Paul Hand:
Analysis of Catastrophic Forgetting for Random Orthogonal Transformation Tasks in the Overparameterized Regime. CoRR abs/2207.06475 (2022) - 2021
- [j7]Jorio Cocola, Paul Hand, Vladislav Voroninski:
No Statistical-Computational Gap in Spiked Matrix Models with Generative Network Priors. Entropy 23(1): 115 (2021) - [c13]Grady Daniels, Tyler Maunu, Paul Hand:
Score-based Generative Neural Networks for Large-Scale Optimal Transport. NeurIPS 2021: 12955-12965 - [i25]Niklas Smedemark-Margulies, Jung Yeon Park, Max Daniels, Rose Yu, Jan-Willem van de Meent, Paul Hand:
Generator Surgery for Compressed Sensing. CoRR abs/2102.11163 (2021) - [i24]Max Daniels, Tyler Maunu, Paul Hand:
Score-based Generative Neural Networks for Large-Scale Optimal Transport. CoRR abs/2110.03237 (2021) - 2020
- [j6]Paul Hand, Vladislav Voroninski:
Global Guarantees for Enforcing Deep Generative Priors by Empirical Risk. IEEE Trans. Inf. Theory 66(1): 401-418 (2020) - [j5]Alireza Aghasi, Ali Ahmed, Paul Hand, Babhru Joshi:
Bilinear Compressed Sensing Under Known Signs via Convex Programming. IEEE Trans. Signal Process. 68: 6366-6379 (2020) - [c12]Muhammad Asim, Max Daniels, Oscar Leong, Ali Ahmed, Paul Hand:
Invertible generative models for inverse problems: mitigating representation error and dataset bias. ICML 2020: 399-409 - [c11]Jorio Cocola, Paul Hand:
Global Convergence of Sobolev Training for Overparameterized Neural Networks. LOD (1) 2020: 574-586 - [c10]Jorio Cocola, Paul Hand, Vladislav Voroninski:
Nonasymptotic Guarantees for Spiked Matrix Recovery with Generative Priors. NeurIPS 2020 - [i23]Max Daniels, Paul Hand, Reinhard Heckel:
Reducing the Representation Error of GAN Image Priors Using the Deep Decoder. CoRR abs/2001.08747 (2020) - [i22]Jorio Cocola, Paul Hand:
Global Convergence of Sobolev Training for Overparametrized Neural Networks. CoRR abs/2006.07928 (2020) - [i21]Jorio Cocola, Paul Hand, Vladislav Voroninski:
Nonasymptotic Guarantees for Low-Rank Matrix Recovery with Generative Priors. CoRR abs/2006.07953 (2020) - [i20]Paul Hand, Oscar Leong, Vladislav Voroninski:
Compressive Phase Retrieval: Optimal Sample Complexity with Deep Generative Priors. CoRR abs/2008.10579 (2020) - [i19]Paul Hand, Oscar Leong, Vladislav Voroninski:
Optimal Sample Complexity of Gradient Descent for Amplitude Flow via Non-Lipschitz Matrix Concentration. CoRR abs/2011.00288 (2020)
2010 – 2019
- 2019
- [j4]Ali Ahmed, Alireza Aghasi, Paul Hand:
Simultaneous Phase Retrieval and Blind Deconvolution via Convex Programming. J. Mach. Learn. Res. 20: 157:1-157:28 (2019) - [c9]Reinhard Heckel, Paul Hand:
Deep Decoder: Concise Image Representations from Untrained Non-convolutional Networks. ICLR (Poster) 2019 - [c8]Paul Hand, Babhru Joshi:
Global Guarantees for Blind Demodulation with Generative Priors. NeurIPS 2019: 11531-11541 - [i18]Ali Ahmed, Alireza Aghasi, Paul Hand:
Simultaneous Phase Retrieval and Blind Deconvolution via Convex Programming. CoRR abs/1904.12680 (2019) - [i17]Muhammad Asim, Ali Ahmed, Paul Hand:
Invertible generative models for inverse problems: mitigating representation error and dataset bias. CoRR abs/1905.11672 (2019) - [i16]Paul Hand, Babhru Joshi:
Global Guarantees for Blind Demodulation with Generative Priors. CoRR abs/1905.12576 (2019) - [i15]Alireza Aghasi, Ali Ahmed, Paul Hand, Babhru Joshi:
Bilinear Compressed Sensing under known Signs via Convex Programming. CoRR abs/1906.11636 (2019) - 2018
- [j3]Paul Hand, Choongbum Lee, Vladislav Voroninski:
Exact Simultaneous Recovery of Locations and Structure from Known Orientations and Corrupted Point Correspondences. Discret. Comput. Geom. 59(2): 413-450 (2018) - [j2]Wen Huang, Paul Hand:
Blind Deconvolution by a Steepest Descent Algorithm on a Quotient Manifold. SIAM J. Imaging Sci. 11(4): 2757-2785 (2018) - [j1]Wen Huang, Pierre-Antoine Absil, Kyle A. Gallivan, Paul Hand:
ROPTLIB: An Object-Oriented C++ Library for Optimization on Riemannian Manifolds. ACM Trans. Math. Softw. 44(4): 43:1-43:21 (2018) - [c7]Paul Hand, Vladislav Voroninski:
Global Guarantees for Enforcing Deep Generative Priors by Empirical Risk. COLT 2018: 970-978 - [c6]Alireza Aghasi, Ali Ahmed, Paul Hand, Babhru Joshi:
A convex program for bilinear inversion of sparse vectors. NeurIPS 2018: 8557-8567 - [c5]Paul Hand, Oscar Leong, Vladislav Voroninski:
Phase Retrieval Under a Generative Prior. NeurIPS 2018: 9154-9164 - [c4]Ali Ahmed, Alireza Aghasi, Paul Hand:
Blind Deconvolutional Phase Retrieval via Convex Programming. NeurIPS 2018: 10051-10061 - [i14]Reinhard Heckel, Wen Huang, Paul Hand, Vladislav Voroninski:
Deep Denoising: Rate-Optimal Recovery of Structured Signals with a Deep Prior. CoRR abs/1805.08855 (2018) - [i13]Ali Ahmed, Alireza Aghasi, Paul Hand:
Blind Deconvolutional Phase Retrieval via Convex Programming. CoRR abs/1806.08091 (2018) - [i12]Paul Hand, Oscar Leong, Vladislav Voroninski:
Phase Retrieval Under a Generative Prior. CoRR abs/1807.04261 (2018) - [i11]Alireza Aghasi, Ali Ahmed, Paul Hand, Babhru Joshi:
A convex program for bilinear inversion of sparse vectors. CoRR abs/1809.08359 (2018) - [i10]Reinhard Heckel, Paul Hand:
Deep Decoder: Concise Image Representations from Untrained Non-convolutional Networks. CoRR abs/1810.03982 (2018) - 2017
- [c3]Alireza Aghasi, Ali Ahmed, Paul Hand:
Convex inversion of the entrywise product of real signals with known signs. ACSSC 2017: 1622-1626 - [i9]Alireza Aghasi, Ali Ahmed, Paul Hand:
BranchHull: Convex bilinear inversion from the entrywise product of signals with known signs. CoRR abs/1702.04342 (2017) - [i8]Paul Hand, Vladislav Voroninski:
Global Guarantees for Enforcing Deep Generative Priors by Empirical Risk. CoRR abs/1705.07576 (2017) - [i7]Wen Huang, Paul Hand:
Blind Deconvolution by a Steepest Descent Algorithm on a Quotient Manifold. CoRR abs/1710.03309 (2017) - 2016
- [c2]Paul Hand, Thang Huynh:
Robust phaselift for phase retrieval under corruptions. ACSSC 2016: 1039-1042 - [c1]Thomas A. Goldstein, Paul Hand, Choongbum Lee, Vladislav Voroninski, Stefano Soatto:
ShapeFit and ShapeKick for Robust, Scalable Structure from Motion. ECCV (7) 2016: 289-304 - [i6]Thomas A. Goldstein, Paul Hand, Choongbum Lee, Vladislav Voroninski, Stefano Soatto:
ShapeFit and ShapeKick for Robust, Scalable Structure from Motion. CoRR abs/1608.02165 (2016) - [i5]Paul Hand, Vladislav Voroninski:
An Elementary Proof of Convex Phase Retrieval in the Natural Parameter Space via the Linear Program PhaseMax. CoRR abs/1611.03935 (2016) - [i4]Paul Hand, Vladislav Voroninski:
Compressed Sensing from Phaseless Gaussian Measurements via Linear Programming in the Natural Parameter Space. CoRR abs/1611.05985 (2016) - [i3]Paul Hand, Vladislav Voroninski:
Corruption Robust Phase Retrieval via Linear Programming. CoRR abs/1612.03547 (2016) - 2015
- [i2]Paul Hand, Choongbum Lee, Vladislav Voroninski:
ShapeFit: Exact location recovery from corrupted pairwise directions. CoRR abs/1506.01437 (2015) - [i1]Paul Hand, Choongbum Lee, Vladislav Voroninski:
Exact simultaneous recovery of locations and structure from known orientations and corrupted point correspondences. CoRR abs/1509.05064 (2015)
Coauthor Index
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