PnP-Flow: Plug-and-Play Image Restoration with Flow Matching. - Ségolène Tiffany Martin; Anne Gagneux; Paul Hagemann; Gabriele Steidl (ICLR, 2025)

On the Closed-Form of Flow Matching: Generalization Does Not Arise from Target Stochasticity. - Quentin Bertrand; Anne Gagneux; Mathurin Massias; Rémi Emonet (CoRR, 2025)

Proximal Operators of Sorted Nonconvex Penalties. - Anne Gagneux; Mathurin Massias; Emmanuel Soubies (CoRR, 2025)

Convexity in ReLU Neural Networks: Beyond ICNNs? - Anne Gagneux; Mathurin Massias; Emmanuel Soubies; Rémi Gribonval (J. Math. Imaging Vis., 2025)

The Generation Phases of Flow Matching: a Denoising Perspective. - Anne Gagneux; Ségolène Martin; Rémi Gribonval; Mathurin Massias (CoRR, 2025)