Guillaume Dalle


I am a postdoctoral researcher in machine learning at EPFL, working between the labs IdePHICS, SPOC and INDY. My current research focuses on the behavior of graph neural networks.

Between 2019 and 2022, I was a PhD student at École des Ponts (CERMICS), and then a teaching assistant at MIT (JuliaLab).

Check out my website PhD Resources for students and researchers :microscope:

selected publications

  1. Preprint
    Learning with Combinatorial Optimization Layers: A Probabilistic Approach
    Guillaume DalleLéo BatyLouis Bouvier, and 1 more author
    Submitted to the Journal of Machine Learning Research
  2. Dissertation
    Machine Learning and Combinatorial Optimization Algorithms, with Applications to Railway Planning
    Guillaume Dalle