Convergent Regularization in Inverse Problems and Linear Plug-and-Play Denoisers.

Ferdia Sherry

Andreas Hauptmann Subhadip Mukherjee Carola-Bibiane Schönlieb Ferdia Sherry Convergent Regularization in Inverse Problems and Linear Plug-and-Play Denoisers. 1087-1120 2025 August 25 Found. Comput. Math. 4 https://doi.org/10.1007/s10208-024-09654-x db/journals/focm/focm25.html#HauptmannMSS25 streams/journals/focm

Zakhar Shumaylov Peter Zaika James Rowbottom Ferdia Sherry Melanie Weber 0001 Carola-Bibiane Schönlieb Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups. 2025 ICLR https://openreview.net/forum?id=7PLpiVdnUC conf/iclr/2025 db/conf/iclr/iclr2025.html#ShumaylovZRS0S25 Naïl Khelifa Carola-Bibiane Schönlieb Ferdia Sherry Enhanced Denoising and Convergent Regularisation Using Tweedie Scaling. 185-197 2025 SSVM (1) https://doi.org/10.1007/978-3-031-92366-1_15 conf/scalespace/2025-1 db/conf/scalespace/ssvm2025-1.html#KhelifaSS25 streams/conf/scalespace

Amy Xiang Wang Zakhar Shumaylov Peter Zaika Ferdia Sherry Carola-Bibiane Schönlieb Generalized Lie Symmetries in Physics-Informed Neural Operators. 2025 February abs/2502.00373 CoRR https://doi.org/10.48550/arXiv.2502.00373 db/journals/corr/corr2502.html#abs-2502-00373 streams/journals/corr

Naïl Khelifa Ferdia Sherry Carola-Bibiane Schönlieb Enhanced Denoising and Convergent Regularisation Using Tweedie Scaling. 2025 March abs/2503.05956 CoRR https://doi.org/10.48550/arXiv.2503.05956 db/journals/corr/corr2503.html#abs-2503-05956 streams/journals/corr

Matthias J. Ehrhardt Davide Murari Ferdia Sherry Stable neural networks and connections to continuous dynamical systems. 2025 October abs/2510.22299 CoRR https://doi.org/10.48550/arXiv.2510.22299 db/journals/corr/corr2510.html#abs-2510-22299 streams/journals/corr

Moshe Eliasof Davide Murari Ferdia Sherry Carola-Bibiane Schönlieb Resilient Graph Neural Networks: A Coupled Dynamical Systems Approach. 1607-1614 2024 ECAI https://doi.org/10.3233/FAIA240667 conf/ecai/2024 db/conf/ecai/ecai2024.html#EliasofMSS24

Zakhar Shumaylov Peter Zaika James Rowbottom Ferdia Sherry Melanie Weber 0001 Carola-Bibiane Schönlieb Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups. 2024 abs/2410.02698 CoRR https://doi.org/10.48550/arXiv.2410.02698 db/journals/corr/corr2410.html#abs-2410-02698 streams/journals/corr

Priscilla Canizares Davide Murari Carola-Bibiane Schönlieb Ferdia Sherry Zakhar Shumaylov Hamiltonian Matching for Symplectic Neural Integrators. 2024 abs/2410.18262 CoRR https://doi.org/10.48550/arXiv.2410.18262 db/journals/corr/corr2410.html#abs-2410-18262 streams/journals/corr

Maximilian B. Kiss Ander Biguri Zakhar Shumaylov Ferdia Sherry Kees Joost Batenburg Carola-Bibiane Schönlieb Felix Lucka Benchmarking learned algorithms for computed tomography image reconstruction tasks. 2024 abs/2412.08350 CoRR https://doi.org/10.48550/arXiv.2412.08350 db/journals/corr/corr2412.html#abs-2412-08350 streams/journals/corr

Priscilla Canizares Davide Murari Carola-Bibiane Schönlieb Ferdia Sherry Zakhar Shumaylov Symplectic Neural Flows for Modeling and Discovery. 2024 abs/2412.16787 CoRR https://doi.org/10.48550/arXiv.2412.16787 db/journals/corr/corr2412.html#abs-2412-16787 streams/journals/corr

Elena Celledoni Davide Murari Brynjulf Owren Carola-Bibiane Schönlieb Ferdia Sherry Dynamical Systems-Based Neural Networks. 3071-3094 2023 June 45 SIAM J. Sci. Comput. 3 https://doi.org/10.1137/22m1527337 db/journals/siamsc/siamsc45.html#CelledoniMOSS23

Dongdong Chen 0004 Mike E. Davies 0001 Matthias J. Ehrhardt Carola-Bibiane Schönlieb Ferdia Sherry Julián Tachella Imaging With Equivariant Deep Learning: From unrolled network design to fully unsupervised learning. 134-147 2023 40 IEEE Signal Process. Mag. 1 https://doi.org/10.1109/MSP.2022.3205430 db/journals/spm/spm40.html#ChenDESST23

Ferdia Sherry Elena Celledoni Matthias J. Ehrhardt Davide Murari Brynjulf Owren Carola-Bibiane Schönlieb Designing Stable Neural Networks using Convex Analysis and ODEs. 2023 abs/2306.17332 CoRR https://doi.org/10.48550/arXiv.2306.17332 db/journals/corr/corr2306.html#abs-2306-17332

Andreas Hauptmann Subhadip Mukherjee Carola-Bibiane Schönlieb Ferdia Sherry Convergent regularization in inverse problems and linear plug-and-play denoisers. 2023 abs/2307.09441 CoRR https://doi.org/10.48550/arXiv.2307.09441 db/journals/corr/corr2307.html#abs-2307-09441

Moshe Eliasof Davide Murari Ferdia Sherry Carola-Bibiane Schönlieb Contractive Systems Improve Graph Neural Networks Against Adversarial Attacks. 2023 abs/2311.06942 CoRR https://doi.org/10.48550/arXiv.2311.06942 db/journals/corr/corr2311.html#abs-2311-06942

Dongdong Chen 0004 Mike E. Davies 0001 Matthias J. Ehrhardt Carola-Bibiane Schönlieb Ferdia Sherry Julián Tachella Imaging with Equivariant Deep Learning. 2022 abs/2209.01725 CoRR https://doi.org/10.48550/arXiv.2209.01725 db/journals/corr/corr2209.html#abs-2209-01725

Elena Celledoni Davide Murari Brynjulf Owren Carola-Bibiane Schönlieb Ferdia Sherry Dynamical systems' based neural networks. 2022 abs/2210.02373 CoRR https://doi.org/10.48550/arXiv.2210.02373 db/journals/corr/corr2210.html#abs-2210-02373

Elena Celledoni Matthias J. Ehrhardt Christian Etmann Brynjulf Owren Carola-Bibiane Schönlieb Ferdia Sherry Equivariant neural networks for inverse problems. 2021 abs/2102.11504 CoRR https://arxiv.org/abs/2102.11504 db/journals/corr/corr2102.html#abs-2102-11504

Ferdia Sherry Martin Benning Juan Carlos de los Reyes Martin J. Graves Georg Maierhofer Guy B. Williams Carola-Bibiane Schönlieb Matthias Joachim Ehrhardt Learning the Sampling Pattern for MRI. 4310-4321 2020 39 IEEE Trans. Medical Imaging 12 https://doi.org/10.1109/TMI.2020.3017353 https://www.wikidata.org/entity/Q98507760 db/journals/tmi/tmi39.html#SherryBRGMWSE20

Elena Celledoni Matthias J. Ehrhardt Christian Etmann Robert I. McLachlan Brynjulf Owren Carola-Bibiane Schönlieb Ferdia Sherry Structure preserving deep learning. 2020 abs/2006.03364 CoRR https://arxiv.org/abs/2006.03364 db/journals/corr/corr2006.html#abs-2006-03364

Ferdia Sherry Martin Benning Juan Carlos de los Reyes Martin J. Graves Georg Maierhofer Guy B. Williams Carola-Bibiane Schönlieb Matthias J. Ehrhardt Learning the Sampling Pattern for MRI. 2019 abs/1906.08754 CoRR http://arxiv.org/abs/1906.08754 db/journals/corr/corr1906.html#abs-1906-08754

Kees Joost Batenburg Martin Benning Ander Biguri Priscilla Canizares Elena Celledoni Dongdong Chen 0004 Mike E. Davies 0001 Matthias J. EhrhardtMatthias Joachim Ehrhardt Moshe Eliasof Christian Etmann Martin J. Graves Andreas Hauptmann Naïl Khelifa Maximilian B. Kiss Felix Lucka Georg Maierhofer Robert I. McLachlan Subhadip Mukherjee Davide Murari Brynjulf Owren Juan Carlos de los Reyes James Rowbottom Carola-Bibiane Schönlieb Zakhar Shumaylov Julián Tachella Amy Xiang Wang Melanie Weber 0001 Guy B. Williams Peter Zaika