3 papers
cs.NI2025
Optimistic Learning for Communication Networks
George Iosifidis, Naram Mhaisen, Douglas J. Leith
AI/ML-based tools are at the forefront of resource management solutions for communication networks. Deep learning, in particular, is highly effective in facilitating fast and high-…
cs.LG2024
Towards Quantifying The Privacy Of Redacted Text
Vaibhav Gusain, Douglas Leith
In this paper we propose use of a k-anonymity-like approach for evaluating the privacy of redacted text. Given a piece of redacted text we use a state of the art transformer-based…
cs.IR2024
Evaluating Impact of User-Cluster Targeted Attacks in Matrix Factorisation Recommenders
Sulthana Shams, Douglas Leith
In practice, users of a Recommender System (RS) fall into a few clusters based on their preferences. In this work, we conduct a systematic study on user-cluster targeted data poiso…