ICT research

I'm currently a research student in ICT at Swinburne University. My interests sit at the intersection of cybersecurity, networks, and applied machine learning.

// reading list

Currently reading

Grouped by topic — papers, books, and journals often build on each other, so it helps me to see them side-by-side.

IoT & Anomaly Detection

4 sources
paper

A Survey of IoT Anomaly Detection with Machine Learning

Chandola et al. · 2023

now
paper

Lightweight ML for Resource-Constrained IoT Devices

Kumar & Reddy · 2024

queued
journal

IEEE Internet of Things Journal — issue 11(4)

multiple authors · 2024

skimmed
book

Practical Network Security Monitoring

Richard Bejtlich

finished

The thread I’m most actively reading right now. Goal: identify a meaningful gap that a small honours-scale project could contribute toward.

// suggest something

topic: IoT & Anomaly Detection — only on-topic suggestions please

Privacy-Preserving Machine Learning

3 sources
paper

Federated Learning: Challenges, Methods, and Future Directions

Li, Sahu, Talwalkar, Smith · 2020

now
paper

The Algorithmic Foundations of Differential Privacy

Dwork & Roth · 2014

queued
paper

Practical Secure Aggregation for Federated Learning

Bonawitz et al. · 2017

queued

Reading map for federated learning, differential privacy, and secure aggregation.

// suggest something

topic: Privacy-Preserving Machine Learning — only on-topic suggestions please

// looking for cybersecurity reading suggestions? Head to ~/security.