Donny Flynn

PhD Student at the University of Oxford. I am interested in Random Matrix Theory and Machine Learning, using probabilistic methods to gain understanding of high dimensional systems and optimisation problems.

Preprint - When Stronger Triggers Backfire: A High-Dimensional Theory of Backdoor Attacks

D.G.M. Flynn, Hadas Yaron Goldhirsh, J.P. Keating, Inbar Seroussi

May 2026
July 2025

Preprint - A Linear Approach to Data Poisoning

D.G.M Flynn, Diego Granziol

May 2025
April 2023

Experience

PhD Student

Oxford University

PhD Student supervised by Jon Keating FRS

October 2024 - Present

Stipendiary Lecturer in Pure Mathematics

St Anne’s College

Teaching Oxford undergraduates a variety of courses accross pure mathematics, and oraganising the visiting students program in Mathematics and Computer Science at St Anne’s.

October 2025 - Present

Full Stack Developer

Skyrad Ltd.

Full-Stack Engineer at a start-up, tackling a diverse range of projects across back-end and front-end development, embedded systems, and data analysis.

September 2023 - September 2024

Education

Oxford University

Integrated Masters in Mathematics

First Class

2019 - 2023
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