Nathan Buskulic
- Dipartimento di Informatica, Bioingegneria, Robotica e Ingegneria dei Sistemi [Genova] (DIBRIS)
Publications
Publications
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Convergence and Recovery Guarantees of Unsupervised Neural Networks for Inverse ProblemsJournal of Mathematical Imaging and Vision, 2024, 66 (4), pp.584-605. ⟨10.1007/s10851-024-01191-0⟩ |
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Recovery Guarantees of Unsupervised Neural Networks for Inverse Problems trained with Gradient Descent2024 32nd European Signal Processing Conference (EUSIPCO), Aug 2024, Lyon, France. pp.1806-1810, ⟨10.23919/EUSIPCO63174.2024.10715276⟩ |
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Convergence Guarantees of Overparametrized Wide Deep Inverse Prior9th International Conference on Scale Space and Variational Methods in Computer Vision (SSVM 2023), May 2023, Santa Margherita di Pula, Italy. pp.406-417, ⟨10.1007/978-3-031-31975-4_31⟩ |
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Garanties de convergence pour la résolution de problèmes inverses linéaires par réseaux de neurones génératifsColloque GRETSI, 2023, Nancy, France |
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A Comparative Study of MAP and LMMSE Estimators for Blind Inverse Problems2026 |
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On the Sample Complexity of Learning for Blind Inverse Problems2025 |
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Convergence Guarantees of Overparametrized Wide Deep Inverse Prior2023 |
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Implicit Regularization of the Deep Inverse Prior Trained with InertiaA. Hauptmann, B. Jin, Carola-Bibiane Schonlieb. Machine Learning Solutions for Inverse Problems: Part A, 26, pp.273-314, In press, Handbook of Numerical Analysis |
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Neural Network Based Methods for Inverse Problems: Algorithms and GuaranteesMachine Learning [cs.LG]. Université de CAEN Normandie, 2024. English. ⟨NNT : ⟩ |