PhD Candidate · Loughborough University

Petros Andreou

PhD candidate in Artificial Intelligence at Loughborough University. Focus: machine unlearning - teaching models to selectively forget training data, preserving privacy without full retraining.

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Office: N.2.17, Haslegrave Building, Department of Computer Science, Loughborough University, Loughborough LE11 3TU, United Kingdom

Publications

arXiv · ECML-PKDD 2026 Under review 2606.00380 1 Jun 2026

SUPREME: A Multi-GPU Framework for Reproducible Image Unlearning Method Evaluation

Petros Andreou , Jamie Lanyon , Axel Finke , Georgina Cosma

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arXiv Under review 2510.26714 30 Oct 2025

On the limitation of evaluating machine unlearning using only a single training seed

Jamie Lanyon , Axel Finke , Petros Andreou , Georgina Cosma

Read on arXiv

Education

BSc in Computer Science

University of Reading

Sept 2019 – Jun 2022

MSc in Artificial Intelligence

Loughborough University

Oct 2022 – Oct 2023

Collaborator

MantisNLP

PhD in Artificial Intelligence

Loughborough University

Apr 2024 – Apr 2027

Machine Unlearning

Sponsor

Darktrace

Collaborator

The Alan Turing Institute

AI Summer School

International AI Summer School (IAISS) · Italy

Sept 2025 – Sept 2025

Petros Andreou

SUPREME: A Multi-GPU Framework for Reproducible Image Unlearning Method Evaluation

On the limitation of evaluating machine unlearning using only a single training seed

BSc in Computer Science

MSc in Artificial Intelligence

PhD in Artificial Intelligence

AI Summer School