skip to content
Home

Faculty of Mathematics

 

Zakhar Shumaylov

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

Quantum initial conditions for curved inflating universes
MI Letey, Z Shumaylov, FJ Agocs, WJ Handley, MP Hobson, AN Lasenby
– Physical Review D
(2024)
109,
123502
(doi: 10.1103/PhysRevD.109.123502)
Data-Driven Convex Regularizers for Inverse Problems
S Mukherjee, S Dittmer, Z Shumaylov, S Lunz, O Öktem, C-B Schönlieb
– 2024 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP 2024)
(2024)
00,
13386
(doi: 10.1109/icassp48485.2024.10447719)
Weakly Convex Regularisers for Inverse Problems: Convergence of Critical Points and Primal-Dual Optimisation
Z Shumaylov, J Budd, S Mukherjee, C-B Schönlieb
(2024)
(link to publication)
Weakly Convex Regularisers for Inverse Problems: Convergence of Critical Points and Primal-Dual Optimisation
Z Shumaylov, J Budd, S Mukherjee, CB Schönlieb
– Proceedings of Machine Learning Research
(2024)
235,
45286
Provably Convergent Data-Driven Convex-Nonconvex Regularization
Z Shumaylov, J Budd, S Mukherjee, C-B Schönlieb
(2023)
(link to publication)
The Curse of Recursion: Training on Generated Data Makes Models Forget
I Shumailov, Z Shumaylov, Y Zhao, Y Gal, N Papernot, R Anderson
(2023)
(link to publication)
Quantum initial conditions for curved inflating universes
MI Letey, Z Shumaylov, FJ Agocs, WJ Handley, MP Hobson, AN Lasenby
(2022)
(doi: 10.48550/arxiv.2211.17248)
Primordial power spectra from k-inflation with curvature
Z Shumaylov, W Handley
– Physical Review D
(2022)
105,
123532
(doi: 10.1103/PhysRevD.105.123532)
Primordial power spectra from $k$-inflation with curvature
Z Shumaylov, W Handley
(2021)
(doi: 10.48550/arxiv.2112.07547)
Manipulating SGD with Data Ordering Attacks
I Shumailov, Z Shumaylov, D Kazhdan, Y Zhao, N Papernot, MA Erdogdu, R Anderson
– Advances in Neural Information Processing Systems
(2021)
22,
18021
(link to publication)
  • <
  • 2 of 3
  • >

Research Group

Mathematics of Information (Applied)

Email

zs334@cam.ac.uk

Room

F0.01

Personal homepage

https://zakobian.github.io/

Study at Cambridge

About the University

Research at Cambridge