L1NNA Research Lab

AI for security. Security for AI.

Our focus since 2019

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Campuses

The Arts Building at McGill University in autumn, framed by red and gold trees
A stone gate tower carved with the name McGill, under golden autumn trees

McGill University School of Information Studies, Montreal Librarianship training began in the Redpath Library in 1897, and the School of Information Studies at McGill University has offered programs since that date. The school is one of the oldest information studies schools in Canada.

Golden and red autumn trees above a running track at Queen's University
A street through the Queen's University campus at a winter sunset, with stone buildings and lit lamps

Queen's University School of Computing, Kingston Queen's University received its Royal Charter in 1841. The School of Computing began as the Department of Computing and Information Science in 1969, and the school subsequently adopted its current name in 2001. Photos: Prof. Yuanzhu Chen, Queen's University

Research

Binary code representation
Learning representations that connect the compiled forms of a function to what it does, so analysts can find known code across processors, compilers and optimization settings.
Explainable vulnerability analysis
Moving vulnerability assessment from a score to code-level evidence an analyst can inspect, through learned detection, rule generation and patch screening.
Malware beyond known families
Comparing unfamiliar malware with the available evidence instead of forcing it into a known class, using open-set recognition, functional decomposition and authorship analysis.
Firmware and supply-chain security
Recovering the software components and capabilities of a firmware image from the image itself, without relying on the supplier.
Avionics intrusion detection
Resource-aware, adaptive and unsupervised detection for aircraft data buses such as MIL-STD-1553, built on attack analysis and controlled simulation.
1
Postdoc
15
PhD
5
Master's
5
Undergrad & RA
55
Publications
4
Patents

Current team. 13 alumni since 2020, including 3 postdocs.

Some of our lab members

Publications

All publications (55)

Full list on DBLP

Work with us

We are always looking for master's and PhD students in machine learning and cybersecurity, and for industry partners to work with.

steven.h.ding [at] mcgill.ca