research

The list of my publications can be found below. The symbol * denotes joint first-authors with equal contributions.

2025

  1. PnP-Flow: Plug-and-Play Image Restoration with Flow Matching
    S. Martin*, A. Gagneux*, P. Hagemann*, and G. Steidl
    ICLR, 2025
    PDF Code
  2. Convexity in ReLU Neural Networks: beyond ICNNs?
    Anne Gagneux, Mathurin Massias, Emmanuel Soubies, and Rémi Gribonval
    accepted at JMIV, 2025
    PDF
  3. On the Closed-Form of Flow Matching: Generalization Does Not Arise from Target Stochasticity
    Quentin Bertrand, Anne Gagneux, Mathurin Massias, and Rémi Emonet
    Neurips (oral), 2025
    PDF
  4. The Generation Phases of Flow Matching: a Denoising Perspective
    Anne Gagneux, Ségolène Martin, Rémi Gribonval, and Mathurin Massias
    preprint, 2025
    PDF