McGill University

Multimodal diffusion model that co-designs protein sequence and 3D structure around arbitrary biomolecules, demonstrated by designing novel heme enzymes catalyzing carbene-transfer reactions.

A temporal diffusion-forcing generative framework for simulating, interpolating, and forecasting single-cell developmental dynamics from irregularly sampled time-series data.

A SimCLR self-supervised foundation model for 3D brain MRI, pretrained on 18,759 patients across 11 neurological-disease datasets for diverse diagnostic tasks.

Tri-modal contrastive framework that aligns protein structure, sequence, and natural-language description in a shared space for zero-shot retrieval and classification.