I am a PhD student under supervision of Professor Carola Schönlieb at the Cambridge Image Analysis Group within DAMTP. I am also a member of the Cantab Capital Institute for the Mathematics of Information and the Maths4DL programme.
I am generally interested in applied mathematics, specifically problems arising at the intersection of optimization, deep learning, geometry, and inverse problems.
Publications
Author Correction: AI models collapse when trained on recursively generated data.
– Nature
(2025)
640,
e6
(doi: 10.1038/s41586-025-08905-3)
Lie Algebra Canonicalization: Equivariant Neural Operators under
arbitrary Lie Groups
(2024)
AI models collapse when trained on recursively generated data.
– Nature
(2024)
631,
755
(doi: 10.1038/s41586-024-07566-y)
Quantum initial conditions for curved inflating universes
– Physical Review D
(2024)
109,
123502
(doi: 10.1103/physrevd.109.123502)
Weakly Convex Regularisers for Inverse Problems: Convergence of Critical
Points and Primal-Dual Optimisation
(2024)
Data-Driven Convex Regularizers for Inverse Problems
– 2024 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP 2024)
(2024)
00,
13386
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