AI models collapse when trained on recursively generated data
Shumailov, Ilia, Shumaylov, Zakhar, Zhao, Yiren, Papernot, Nicolas, Anderson, Ross, Gal, Yarin
Published in Nature (London) (25.07.2024)
Published in Nature (London) (25.07.2024)
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Journal Article
Score-based pullback Riemannian geometry
Diepeveen, Willem, Batzolis, Georgios, Shumaylov, Zakhar, Schönlieb, Carola-Bibiane
Year of Publication 02.10.2024
Year of Publication 02.10.2024
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Journal Article
Weakly Convex Regularisers for Inverse Problems: Convergence of Critical Points and Primal-Dual Optimisation
Shumaylov, Zakhar, Budd, Jeremy, Mukherjee, Subhadip, Schönlieb, Carola-Bibiane
Year of Publication 01.02.2024
Year of Publication 01.02.2024
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Journal Article
Provably Convergent Data-Driven Convex-Nonconvex Regularization
Shumaylov, Zakhar, Budd, Jeremy, Mukherjee, Subhadip, Schönlieb, Carola-Bibiane
Year of Publication 09.10.2023
Year of Publication 09.10.2023
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Journal Article
Hamiltonian Matching for Symplectic Neural Integrators
Canizares, Priscilla, Murari, Davide, Schönlieb, Carola-Bibiane, Sherry, Ferdia, Shumaylov, Zakhar
Year of Publication 23.10.2024
Year of Publication 23.10.2024
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Journal Article
Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups
Shumaylov, Zakhar, Zaika, Peter, Rowbottom, James, Sherry, Ferdia, Weber, Melanie, Schönlieb, Carola-Bibiane
Year of Publication 03.10.2024
Year of Publication 03.10.2024
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Journal Article
Quantum initial conditions for curved inflating universes
Letey, Mary I, Shumaylov, Zakhar, Agocs, Fruzsina J, Handley, Will J, Hobson, Michael P, Lasenby, Anthony N
Published in arXiv.org (08.07.2024)
Published in arXiv.org (08.07.2024)
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Journal Article
The Curse of Recursion: Training on Generated Data Makes Models Forget
Shumailov, Ilia, Shumaylov, Zakhar, Zhao, Yiren, Gal, Yarin, Papernot, Nicolas, Anderson, Ross
Year of Publication 27.05.2023
Year of Publication 27.05.2023
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Journal Article
Score-based pullback Riemannian geometry
Diepeveen, Willem, Batzolis, Georgios, Shumaylov, Zakhar, Schönlieb, Carola-Bibiane
Published in arXiv.org (02.10.2024)
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Published in arXiv.org (02.10.2024)
Paper
Provably Convergent Data-Driven Convex-Nonconvex Regularization
Shumaylov, Zakhar, Budd, Jeremy, Mukherjee, Subhadip, Schönlieb, Carola-Bibiane
Published in arXiv.org (02.11.2023)
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Published in arXiv.org (02.11.2023)
Paper
Manipulating SGD with Data Ordering Attacks
Shumailov, Ilia, Shumaylov, Zakhar, Kazhdan, Dmitry, Zhao, Yiren, Papernot, Nicolas, Erdogdu, Murat A, Anderson, Ross
Year of Publication 19.04.2021
Year of Publication 19.04.2021
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Journal Article
Hamiltonian Matching for Symplectic Neural Integrators
Canizares, Priscilla, Murari, Davide, Schönlieb, Carola-Bibiane, Ferdia Sherry, Shumaylov, Zakhar
Published in arXiv.org (23.10.2024)
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Published in arXiv.org (23.10.2024)
Paper
Learned convex regularizers for inverse problems
Mukherjee, Subhadip, Dittmer, Sören, Shumaylov, Zakhar, Lunz, Sebastian, Öktem, Ozan, Schönlieb, Carola-Bibiane
Year of Publication 06.08.2020
Year of Publication 06.08.2020
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Journal Article
The Curse of Recursion: Training on Generated Data Makes Models Forget
Shumailov, Ilia, Shumaylov, Zakhar, Zhao, Yiren, Yarin Gal, Papernot, Nicolas, Anderson, Ross
Published in arXiv.org (14.04.2024)
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Published in arXiv.org (14.04.2024)
Paper
Manipulating SGD with Data Ordering Attacks
Shumailov, Ilia, Shumaylov, Zakhar, Kazhdan, Dmitry, Zhao, Yiren, Papernot, Nicolas, Erdogdu, Murat A, Anderson, Ross
Published in arXiv.org (05.06.2021)
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Published in arXiv.org (05.06.2021)
Paper
Learned convex regularizers for inverse problems
Mukherjee, Subhadip, Dittmer, Sören, Shumaylov, Zakhar, Lunz, Sebastian, Öktem, Ozan, Schönlieb, Carola-Bibiane
Published in arXiv.org (01.03.2021)
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Published in arXiv.org (01.03.2021)
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