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2020 – today
- 2024
[j1]Ilia Shumailov, Zakhar Shumaylov, Yiren Zhao
, Nicolas Papernot, Ross J. Anderson, Yarin Gal:
AI models collapse when trained on recursively generated data. Nat. 631(8022): 755-759 (2024)- [c3]Subhadip Mukherjee, Sören Dittmer, Zakhar Shumaylov, Sebastian Lunz, Ozan Öktem, Carola B. Schönlieb:
Data-Driven Convex Regularizers for Inverse Problems. ICASSP 2024: 13386-13390 - [c2]Zakhar Shumaylov, Jeremy Budd, Subhadip Mukherjee, Carola-Bibiane Schönlieb:
Weakly Convex Regularisers for Inverse Problems: Convergence of Critical Points and Primal-Dual Optimisation. ICML 2024 - [i7]Zakhar Shumaylov, Jeremy Budd, Subhadip Mukherjee, Carola-Bibiane Schönlieb:
Weakly Convex Regularisers for Inverse Problems: Convergence of Critical Points and Primal-Dual Optimisation. CoRR abs/2402.01052 (2024) - [i6]Willem Diepeveen, Georgios Batzolis, Zakhar Shumaylov, Carola-Bibiane Schönlieb:
Score-based pullback Riemannian geometry. CoRR abs/2410.01950 (2024) - [i5]Zakhar Shumaylov, Peter Zaika, James Rowbottom, Ferdia Sherry, Melanie Weber, Carola-Bibiane Schönlieb:
Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups. CoRR abs/2410.02698 (2024) - 2023
- [i4]Ilia Shumailov, Zakhar Shumaylov, Yiren Zhao, Yarin Gal, Nicolas Papernot, Ross J. Anderson:
The Curse of Recursion: Training on Generated Data Makes Models Forget. CoRR abs/2305.17493 (2023) - [i3]Zakhar Shumaylov, Jeremy Budd, Subhadip Mukherjee, Carola-Bibiane Schönlieb:
Provably Convergent Data-Driven Convex-Nonconvex Regularization. CoRR abs/2310.05812 (2023) - 2021
- [c1]Ilia Shumailov, Zakhar Shumaylov, Dmitry Kazhdan, Yiren Zhao, Nicolas Papernot, Murat A. Erdogdu, Ross J. Anderson:
Manipulating SGD with Data Ordering Attacks. NeurIPS 2021: 18021-18032 - [i2]Ilia Shumailov, Zakhar Shumaylov, Dmitry Kazhdan, Yiren Zhao, Nicolas Papernot, Murat A. Erdogdu, Ross J. Anderson:
Manipulating SGD with Data Ordering Attacks. CoRR abs/2104.09667 (2021) - 2020
- [i1]Subhadip Mukherjee, Sören Dittmer, Zakhar Shumaylov, Sebastian Lunz, Ozan Öktem, Carola-Bibiane Schönlieb:
Learned convex regularizers for inverse problems. CoRR abs/2008.02839 (2020)
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