Nicolas Berkouk

Post-doctoral researcher - EPFL's Topology and Neuroscience team


Publications & Preprint related to Topology and Machine Learning

  1. Persformer: A Transformer Architecture for Topological Machine Learning, with Raphael Reinauer and Matteo Caorsi.

Publications & Preprint related to Applied Algebraic Topology

  1. Level-sets Persistence and Sheaf Theory, with Grégory Ginot and Steve Oudot. Submitted.
  2. Ephemeral Persistence modules and Distance Comparisons, with François Petit. Published in Algebraic and Geometric Topology.
  3. Algebraic Homotopy Interleaving Distance. Published in the Proceedings of the International Conference on Geometric Science of Information 2021
  4. A Derived Isometry for Constructible Sheaves on R, with Grégory Ginot. Published in Advances in Mathematics.

Publications & Preprint related to Sociology

  1. Are competitive entrance exams neutral? Competition and sponsorship in access to the École polytechnique, with Pierre François. Published in Sociologie.