Scholar
Zakhar Shumaylov
Google Scholar ID: EKV1lrAAAAAJ
PhD Student, University of Cambridge
Applied Mathematics
Machine Learning
Geometric Deep Learning
Inverse Problems
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Citations & Impact
All-time
Citations
1,447
H-index
7
i10-index
7
Publications
16
Co-authors
10
list available
Contact
Email
zs334@cam.ac.uk
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Publications
8 items
Diffeomorphism-Equivariant Neural Networks
2026
Cited
0
When is a System Discoverable from Data? Discovery Requires Chaos
2025
Cited
0
Learning Regularization Functionals for Inverse Problems: A Comparative Study
2025
Cited
0
On Information Geometry and Iterative Optimization in Model Compression: Operator Factorization
2025
Cited
0
Data-driven approaches to inverse problems
2025
Cited
0
Generalized Lie Symmetries in Physics-Informed Neural Operators
2025
Cited
0
Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups
arXiv.org · 2024
Cited
1
Score-based pullback Riemannian geometry
arXiv.org · 2024
Cited
1
Resume (English only)
Academic Achievements
"AI Models Collapse When Trained on Recursively Generated Data", Nature (2024)
"Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups", ICLR 2025
"Score-based Pullback Riemannian Geometry: Extracting the Data Manifold Geometry using Anisotropic Flows", ICML 2025
"Data-Driven Convex Regularisers For Inverse Problems", ICASSP 2024
"Weakly Convex Regularisers for Inverse Problems: Convergence of Critical Points and Primal-Dual Optimisation", ICML 2024
"Quantum initial conditions for curved inflating universes", Physical Review D (2024)
"Symplectic neural flows for modeling and discovery", arXiv preprint arXiv:2412.16787 (2024)
Co-authors
10 total
Ilia Shumailov
AI Sequrity Company
Yarin Gal
Professor of Machine Learning, University of Oxford
Ross Anderson
University of Cambridge
Carola-Bibiane Schönlieb
DAMTP, University of Cambridge
Subhadip Mukherjee
Assistant Professor, Department of E&ECE, IIT Kharagpur, India
Ozan Öktem
Department of Mathematics, KTH - Royal Institute of Technology
Will Handley
Royal Society University Research Fellow, University of Cambridge
Peter Zaika
PhD Student, University of Cambridge
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