Contributed to several book chapters and edited three books
Published a monograph on Sparse Modeling
Recipient of IBM Eminence & Excellence Award (2018)
IBM Outstanding Innovation Award (2018)
IBM Outstanding Technical Achievement Award (2017)
IBM Research Accomplishment Award (2009)
Background
Full Professor at Université de Montréal (UdeM), leading the Autonomous AI Lab
Core faculty member at MILA - Quebec AI Institute
Holder of a Canada Excellence Research Chair (CERC) and a CIFAR Chair
Research interests include automated reasoning, probabilistic inference in graphical models, machine learning, sparse modeling, and neuroscience-inspired AI
Recent work focuses on continual learning, robustness, model compression, and scaling behaviors in foundation models across language, vision, and time series
Co-founder of Nolano.ai, a startup building high-performing, resource-efficient compressed foundation models with fast inference