Giovanni S. Alberti

35 papers A* 1Journal 33Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Learning Sparsity-Promoting Regularizers for Linear Inverse Problems. SIAM J. Math. Data Sci. Giovanni S. Alberti, Ernesto De Vito, Tapio Helin, Matti Lassas, Luca Ratti, Matteo Santacesaria
2025	J	`jnl`	A convex lifting approach for the Calderón problem. CoRR Giovanni S. Alberti, Romain Petit, Simone Sanna
2025	J	`jnl`	A lightweight physics-data-driven method for real-time prediction of subgrade settlements induced by shield tunneling. Comput. Aided Civ. Infrastructure Eng. Guankai Wang, Yao Shan, Weifan Lin, Zhiyao Tian, Shunhua Zhou, Giovanni S. Alberti, Bettina Detmann, Tong Zhou, Jiahui Chen
2025	J	`jnl`	Compressed sensing for inverse problems II: applications to deconvolution, source recovery, and MRI. CoRR Giovanni S. Alberti, Alessandro Felisi, Matteo Santacesaria, S. Ivan Trapasso
2025	J	`jnl`	Deep Unfolding Network for Nonlinear Multi-Frequency Electrical Impedance Tomography. CoRR Giovanni S. Alberti, Damiana Lazzaro, Serena Morigi, Luca Ratti, Matteo Santacesaria
2025	J	`jnl`	Finite element approximation for quantitative photoacoustic tomography in a diffusive regime. CoRR Giovanni S. Alberti, Siyu Cen, Zhi Zhou
2025	J	`jnl`	MAD: Manifold Attracted Diffusion. CoRR Dennis Elbrächter, Giovanni S. Alberti, Matteo Santacesaria
2025	J	`jnl`	On the non-convexity issue in the radial Calderón problem. CoRR Giovanni S. Alberti, Romain Petit, Clarice Poon
2025	J	`jnl`	The Learned Range Test Method for the Inverse Inclusion Problem. SIAM J. Appl. Math. Shiwei Sun, Giovanni S. Alberti
2024	J	`jnl`	Learning a Gaussian Mixture for Sparsity Regularization in Inverse Problems. CoRR Giovanni S. Alberti, Luca Ratti, Matteo Santacesaria, Silvia Sciutto
2024	J	`jnl`	Learning sparsity-promoting regularizers for linear inverse problems. CoRR Giovanni S. Alberti, Ernesto De Vito, Tapio Helin, Matti Lassas, Luca Ratti, Matteo Santacesaria
2024	J	`jnl`	Localization of Point Scatterers via Sparse Optimization on Measures. SIAM J. Imaging Sci. Giovanni S. Alberti, Romain Petit, Matteo Santacesaria
2024	J	`jnl`	Localization of point scatterers via sparse optimization on measures. CoRR Giovanni S. Alberti, Romain Petit, Matteo Santacesaria
2024	J	`jnl`	Manifold Learning by Mixture Models of VAEs for Inverse Problems. J. Mach. Learn. Res. Giovanni S. Alberti, Johannes Hertrich, Matteo Santacesaria, Silvia Sciutto
2024	J	`jnl`	On L CoRR Rima Alaifari, Giovanni S. Alberti, Tandri Gauksson
2024	J	`jnl`	On low frequency inference for diffusions without the hot spots conjecture. CoRR Giovanni S. Alberti, Douglas Barnes, Aditya Jambhale, Richard Nickl
2024	J	`jnl`	The learned range test method for the inverse inclusion problem. CoRR Shiwei Sun, Giovanni S. Alberti
2023	J	`jnl`	Compressed sensing for inverse problems and the sample complexity of the sparse Radon transform. CoRR Giovanni S. Alberti, Alessandro Felisi, Matteo Santacesaria, S. Ivan Trapasso
2023	J	`jnl`	Manifold Learning by Mixture Models of VAEs for Inverse Problems. CoRR Giovanni S. Alberti, Johannes Hertrich, Matteo Santacesaria, Silvia Sciutto
2023	J	`jnl`	Short Communication: Localized Adversarial Artifacts for Compressed Sensing MRI. SIAM J. Imaging Sci. Rima Alaifari, Giovanni S. Alberti, Tandri Gauksson
2022	J	`jnl`	Continuous Generative Neural Networks. CoRR Giovanni S. Alberti, Matteo Santacesaria, Silvia Sciutto
2022	J	`jnl`	Localized adversarial artifacts for compressed sensing MRI. CoRR Rima Alaifari, Giovanni S. Alberti, Tandri Gauksson
2021	J	`jnl`	Compressed Sensing Photoacoustic Tomography Reduces to Compressed Sensing for Undersampled Fourier Measurements. SIAM J. Imaging Sci. Giovanni S. Alberti, Paolo Campodonico, Matteo Santacesaria
2021	A*	`conf`	Learning the optimal Tikhonov regularizer for inverse problems. NeurIPS Giovanni S. Alberti, Ernesto De Vito, Matti Lassas, Luca Ratti, Matteo Santacesaria
2021	J	`jnl`	Learning the optimal regularizer for inverse problems. CoRR Giovanni S. Alberti, Ernesto De Vito, Matti Lassas, Luca Ratti, Matteo Santacesaria
2020	J	`jnl`	Compressed sensing photoacoustic tomography reduces to compressed sensing for undersampled Fourier measurements. CoRR Giovanni S. Alberti, Paolo Campodonico, Matteo Santacesaria
2019	—	`conf`	ADef: an Iterative Algorithm to Construct Adversarial Deformations. ICLR (Poster) Rima Alaifari, Giovanni S. Alberti, Tandri Gauksson
2019	J	`jnl`	Dynamic Spike Superresolution and Applications to Ultrafast Ultrasound Imaging. SIAM J. Imaging Sci. Giovanni S. Alberti, Habib Ammari, Francisco Romero, Timothée Wintz
2019	J	`jnl`	Unitarization and Inversion Formulae for the Radon Transform Between Dual Pairs. SIAM J. Math. Anal. Giovanni S. Alberti, Francesca Bartolucci, Filippo De Mari, Ernesto De Vito
2018	J	`jnl`	ADef: an Iterative Algorithm to Construct Adversarial Deformations. CoRR Rima Alaifari, Giovanni S. Alberti, Tandri Gauksson
2018	J	`jnl`	Dynamic Spike Super-resolution and Applications to Ultrafast Ultrasound Imaging. CoRR Giovanni S. Alberti, Habib Ammari, Francisco Romero, Timothée Wintz
2017	J	`jnl`	Infinite dimensional compressed sensing from anisotropic measurements. CoRR Giovanni S. Alberti, Matteo Santacesaria
2017	J	`jnl`	Mathematical Analysis of Ultrafast Ultrasound Imaging. SIAM J. Appl. Math. Giovanni S. Alberti, Habib Ammari, Francisco Romero, Timothée Wintz
2016	J	`jnl`	The Linearized Inverse Problem in Multifrequency Electrical Impedance Tomography. SIAM J. Imaging Sci. Giovanni S. Alberti, Habib Ammari, Bangti Jin, Jin Keun Seo, Wenlong Zhang
2014	J	`jnl`	Elliptic Regularity Theory Applied to Time Harmonic Anisotropic Maxwell's Equations with Less than Lipschitz Complex Coefficients. SIAM J. Math. Anal. Giovanni S. Alberti, Yves Capdeboscq