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ORCIDGiovanni S. Alberti
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- affiliation: University of Genova, Department of Mathematics, Italy
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2020 – today
- 2024
[j9]Giovanni S. Alberti, Johannes Hertrich, Matteo Santacesaria, Silvia Sciutto:
Manifold Learning by Mixture Models of VAEs for Inverse Problems. J. Mach. Learn. Res. 25: 202:1-202:35 (2024)- [j8]Giovanni S. Alberti
, Romain Petit, Matteo Santacesaria:
Localization of Point Scatterers via Sparse Optimization on Measures. SIAM J. Imaging Sci. 17(3): 1619-1649 (2024) - [i15]Giovanni S. Alberti, Luca Ratti, Matteo Santacesaria, Silvia Sciutto:
Learning a Gaussian Mixture for Sparsity Regularization in Inverse Problems. CoRR abs/2401.16612 (2024) - [i14]Giovanni S. Alberti, Romain Petit, Matteo Santacesaria:
Localization of point scatterers via sparse optimization on measures. CoRR abs/2402.00737 (2024) - [i13]Rima Alaifari, Giovanni S. Alberti, Tandri Gauksson:
On L∞ stability for wave propagation and for linear inverse problems. CoRR abs/2410.11467 (2024) - [i12]Giovanni S. Alberti, Douglas Barnes, Aditya Jambhale, Richard Nickl:
On low frequency inference for diffusions without the hot spots conjecture. CoRR abs/2410.19393 (2024) - [i11]Shiwei Sun, Giovanni S. Alberti:
The learned range test method for the inverse inclusion problem. CoRR abs/2411.00463 (2024) - [i10]Giovanni S. Alberti, Ernesto De Vito, Tapio Helin, Matti Lassas, Luca Ratti, Matteo Santacesaria:
Learning sparsity-promoting regularizers for linear inverse problems. CoRR abs/2412.16031 (2024) - 2023
- [j7]Rima Alaifari, Giovanni S. Alberti, Tandri Gauksson:
Short Communication: Localized Adversarial Artifacts for Compressed Sensing MRI. SIAM J. Imaging Sci. 16(4): 14- (2023) - [i9]Giovanni S. Alberti, Alessandro Felisi, Matteo Santacesaria, S. Ivan Trapasso:
Compressed sensing for inverse problems and the sample complexity of the sparse Radon transform. CoRR abs/2302.03577 (2023) - [i8]Giovanni S. Alberti, Johannes Hertrich, Matteo Santacesaria, Silvia Sciutto:
Manifold Learning by Mixture Models of VAEs for Inverse Problems. CoRR abs/2303.15244 (2023) - 2022
- [i7]Giovanni S. Alberti, Matteo Santacesaria, Silvia Sciutto:
Continuous Generative Neural Networks. CoRR abs/2205.14627 (2022) - [i6]Rima Alaifari, Giovanni S. Alberti, Tandri Gauksson:
Localized adversarial artifacts for compressed sensing MRI. CoRR abs/2206.05289 (2022) - 2021
- [j6]Giovanni S. Alberti, Paolo Campodonico, Matteo Santacesaria:
Compressed Sensing Photoacoustic Tomography Reduces to Compressed Sensing for Undersampled Fourier Measurements. SIAM J. Imaging Sci. 14(3): 1039-1077 (2021) - [c2]Giovanni S. Alberti, Ernesto De Vito, Matti Lassas, Luca Ratti, Matteo Santacesaria:
Learning the optimal Tikhonov regularizer for inverse problems. NeurIPS 2021: 25205-25216 - [i5]Giovanni S. Alberti, Ernesto De Vito, Matti Lassas, Luca Ratti, Matteo Santacesaria:
Learning the optimal regularizer for inverse problems. CoRR abs/2106.06513 (2021) - 2020
- [i4]Giovanni S. Alberti, Paolo Campodonico, Matteo Santacesaria:
Compressed sensing photoacoustic tomography reduces to compressed sensing for undersampled Fourier measurements. CoRR abs/2010.08388 (2020)
2010 – 2019
- 2019
- [j5]Giovanni S. Alberti, Habib Ammari, Francisco Romero, Timothée Wintz:
Dynamic Spike Superresolution and Applications to Ultrafast Ultrasound Imaging. SIAM J. Imaging Sci. 12(3): 1501-1527 (2019) - [j4]Giovanni S. Alberti, Francesca Bartolucci, Filippo De Mari, Ernesto De Vito:
Unitarization and Inversion Formulae for the Radon Transform Between Dual Pairs. SIAM J. Math. Anal. 51(6): 4356-4381 (2019) - [c1]Rima Alaifari, Giovanni S. Alberti, Tandri Gauksson:
ADef: an Iterative Algorithm to Construct Adversarial Deformations. ICLR (Poster) 2019 - 2018
- [i3]Giovanni S. Alberti, Habib Ammari, Francisco Romero, Timothée Wintz:
Dynamic Spike Super-resolution and Applications to Ultrafast Ultrasound Imaging. CoRR abs/1803.03251 (2018) - [i2]Rima Alaifari, Giovanni S. Alberti, Tandri Gauksson:
ADef: an Iterative Algorithm to Construct Adversarial Deformations. CoRR abs/1804.07729 (2018) - 2017
- [j3]Giovanni S. Alberti, Habib Ammari, Francisco Romero, Timothée Wintz:
Mathematical Analysis of Ultrafast Ultrasound Imaging. SIAM J. Appl. Math. 77(1): 1-25 (2017) - [i1]Giovanni S. Alberti, Matteo Santacesaria:
Infinite dimensional compressed sensing from anisotropic measurements. CoRR abs/1710.11093 (2017) - 2016
- [j2]Giovanni S. Alberti, Habib Ammari, Bangti Jin, Jin Keun Seo, Wenlong Zhang:
The Linearized Inverse Problem in Multifrequency Electrical Impedance Tomography. SIAM J. Imaging Sci. 9(4): 1525-1551 (2016) - 2014
- [j1]Giovanni S. Alberti, Yves Capdeboscq:
Elliptic Regularity Theory Applied to Time Harmonic Anisotropic Maxwell's Equations with Less than Lipschitz Complex Coefficients. SIAM J. Math. Anal. 46(1): 998-1016 (2014)
Coauthor Index
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