Thomas Lai

thomas.lai@mila.quebec

Doctorat - McGill

Superviseur⋅e principal⋅e

Narges Armanfard

Sujets de recherche

Apprentissage profond

Publications

Foundation Models for Epileptogenic Zone Identification in Drug-Resistant Epilepsy

Thi Kieu Khanh Ho

Thomas Lai

Petr Klimes

Jan Cimbálník

Martin Pail

Milan Brázdil

Birgit Frauscher

Narges Armanfard

Accurate identification of the epileptogenic zone (EZ) is essential for seizure freedom after resective surgery in drug-resistant epilepsy, … (voir plus)yet seizure freedom rates remain below 50%. We developed EpiiSLM, a dual foundation model system for EZ identification with stereo-electroencephalography (sEEG), by training a signal foundation model on 104,990 minutes of sEEG recordings from the Montreal Neurological Institute & Hospital, while leveraging all recordings regardless of surgical outcome and anchoring EZ biomarker extraction on non-epileptic signals. A language foundation model then integrates sEEG-derived outputs with multimodal clinical information to produce interpretable predictions. Under leave-one-patient-out evaluation, EpiiSLM achieved 0.978 contact-level positive predictive value (PPV), outperforming the seizure onset zone(SOZ)-as-EZ baseline by 15.1% (p < 0.05), and 100% region-level accuracy; on an external dataset, EpiiSLM achieved 0.857 contact-level PPV. EpiiSLM requires only one night of interictal sleep data, suggesting potential to reduce invasive sEEG monitoring duration and improve surgical outcomes.

2026-06-20

arXiv (prépublication)

doi.org

arxiv.org

Open-Set Multivariate Time-Series Anomaly Detection

Thomas Lai

Thi Kieu Khanh Ho

Narges Armanfard

2024-10-15

Frontiers in Artificial Intelligence and Applications (publié)

doi.org

arxiv.org