High-dimensional robust regression under heavy-tailed data: Asymptotics and Universality. - Urte Adomaityte; Leonardo Defilippis; Bruno Loureiro; Gabriele Sicuro (CoRR, 2023)

Dimension-free deterministic equivalents and scaling laws for random feature regression. - Leonardo Defilippis; Bruno Loureiro; Theodor Misiakiewicz (NeurIPS, 2024)

Fundamental limits of weak learnability in high-dimensional multi-index models. - Emanuele Troiani; Yatin Dandi; Leonardo Defilippis; Lenka Zdeborová; Bruno Loureiro; Florent Krzakala (CoRR, 2024)

Dimension-free deterministic equivalents for random feature regression. - Leonardo Defilippis; Bruno Loureiro; Theodor Misiakiewicz (CoRR, 2024)

Fundamental computational limits of weak learnability in high-dimensional multi-index models. - Emanuele Troiani; Yatin Dandi; Leonardo Defilippis; Lenka Zdeborová; Bruno Loureiro; Florent Krzakala (AISTATS, 2025)

Optimal Spectral Transitions in High-Dimensional Multi-Index Models. - Leonardo Defilippis; Yatin Dandi; Pierre Mergny; Florent Krzakala; Bruno Loureiro (CoRR, 2025)