Bounds for VIX futures given S&P 500 smiles. - Julien Guyon; Romain Menegaux; Marcel Nutz (Finance Stochastics, 2017)

Continuous Embeddings of DNA Sequencing Reads and Application to Metagenomics. - Romain Menegaux; Jean-Philippe Vert (J. Comput. Biol., 2019)

Continuous embeddings for large-scale machine learning with DNA sequences. (Représentations pour l'apprentissage statistique à grande échelle en génomique). - Romain Menegaux (2021)

Rethinking Gauss-Newton for learning over-parameterized models. - Michael Arbel; Romain Menegaux; Pierre Wolinski (NeurIPS, 2023)

Self-Attention in Colors: Another Take on Encoding Graph Structure in Transformers. - Romain Menegaux; Emmanuel Jehanno; Margot Selosse; Julien Mairal (Trans. Mach. Learn. Res., 2023)

LUDVIG: Learning-free Uplifting of 2D Visual features to Gaussian Splatting scenes. - Juliette Marrie; Romain Menegaux; Michael Arbel; Diane Larlus; Julien Mairal (CoRR, 2024)