Portrait of Eilif B. Muller

Eilif B. Muller

Associate Academic Member
Canada CIFAR AI Chair
Assistant Professor, Université de Montréal, Department of Neurosciences
Principal investigator, Architectures of Biological Learning Lab (ABL-Lab), CHU Ste-Justine - Research Center
Research Topics
Computational Neuroscience
Computer Vision
Deep Learning
Dynamical Systems
Generative Models
Online Learning
Recurrent Neural Networks
Representation Learning

Biography

Eilif B. Muller is a neuroscientist and AI researcher who uses computational and mathematical approaches to study the biological and algorithmic mechanisms of learning in the mammalian neocortex. Muller obtained his BSc in mathematical physics (2001) from Simon Fraser University, and his MSc (2003) and PhD (2007) in physics, with a focus on computational neuroscience, from the Ruprecht Karl University of Heidelberg, Germany’s oldest university. His postdoctoral work (2007–2010) with Wulfram Gerstner at the Laboratory for Computational Neuroscience of the École Polytechnique Fédérale de Lausanne (EPFL) in Switzerland, focused on network dynamics, simulation technology and plasticity.

From 2011 to 2019, he led the research team at the Institute’s Blue Brain Project, which pioneered in-silico neuroscience, a new era of data-driven brain tissue simulation. In 2015, Muller and his colleagues published their landmark team-science study “Reconstruction and Simulation of Neocortical Microcircuitry” in Cell. According to Christof Koch, President and CSO of the Allen Institute for Brain Science, this new approach represents “the most complete simulation of a piece of excitable brain matter to date.” This work also enabled Muller and his team to make significant contributions to our understanding of the structure, dynamics and plasticity of the neocortex, resulting in publications in top journals, such as Nature Neuroscience, Nature Communications and Cerebral Cortex.

In 2019, Muller moved to Montréal, attracted by the thriving Neuro-AI research community. He initially served as a senior researcher at Element AI, prior to being appointed to the Université de Montréal and Centre Hospitalier Universitaire (CHU) Sainte-Justine to launch the Architectures of Biological Learning Lab.

Current Students

PhD - Université de Montréal
PhD - Université de Montréal
Co-supervisor :
PhD - Université de Montréal
PhD - McGill University
Co-supervisor :
Postdoctorate - Université de Montréal
PhD - Université de Montréal
Co-supervisor :
PhD - Université de Montréal
Principal supervisor :
Master's Research - Université de Montréal

Publications

COVI-AgentSim: an Agent-based Model for Evaluating Methods of Digital Contact Tracing
Prateek Gupta
Nasim Rahaman
Hannah Alsdurf
abhinav sharma
Nanor Minoyan
Soren Harnois-Leblanc
Victor Schmidt
Andrew Robert Williams
Akshay Patel
Meng Qu
gaetan caron
satya ortiz gagne
Marc-Andre Rousseau
Yang Zhang
Bernhard Schölkopf
Joanna Merckx