Emanuele Troiani

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 12

Top Topics

Fundamental Limits

Stochastic Gradient Descent

Top Venues

SIAM J. Math. Data Sci.

Publications

Matteo Vilucchio, Emanuele Troiani, Vittorio Erba, Florent Krzakala
Asymptotic Characterisation of the Performance of Robust Linear Regression in the Presence of Outliers. AISTATS (2024)
Yatin Dandi, Emanuele Troiani, Luca Arnaboldi, Luca Pesce, Lenka Zdeborová, Florent Krzakala
The Benefits of Reusing Batches for Gradient Descent in Two-Layer Networks: Breaking the Curse of Information and Leap Exponents. CoRR (2024)
Cédric Gerbelot, Emanuele Troiani, Francesca Mignacco, Florent Krzakala, Lenka Zdeborová
Rigorous Dynamical Mean-Field Theory for Stochastic Gradient Descent Methods. SIAM J. Math. Data Sci. 6 (2) (2024)
Emanuele Troiani, Yatin Dandi, Leonardo Defilippis, Lenka Zdeborová, Bruno Loureiro, Florent Krzakala
Fundamental limits of weak learnability in high-dimensional multi-index models. CoRR (2024)
Clarissa Lauditi, Emanuele Troiani, Marc Mézard
Sparse Representations, Inference and Learning. CoRR (2023)
Giovanni Piccioli, Emanuele Troiani, Lenka Zdeborová
Gibbs Sampling the Posterior of Neural Networks. CoRR (2023)
Matteo Vilucchio, Emanuele Troiani, Vittorio Erba, Florent Krzakala
Asymptotic Characterisation of Robust Empirical Risk Minimisation Performance in the Presence of Outliers. CoRR (2023)
Cédric Gerbelot, Emanuele Troiani, Francesca Mignacco, Florent Krzakala, Lenka Zdeborová
Rigorous dynamical mean field theory for stochastic gradient descent methods. CoRR (2022)
Emanuele Troiani, Vittorio Erba, Florent Krzakala, Antoine Maillard, Lenka Zdeborová
Optimal denoising of rotationally invariant rectangular matrices. CoRR (2022)
Emanuele Troiani, Vittorio Erba, Florent Krzakala, Antoine Maillard, Lenka Zdeborová
Optimal denoising of rotationally invariant rectangular matrices. MSML (2022)
Éric Brier, Rémi Géraud-Stewart, David Naccache, Alessandro Pacco, Emanuele Troiani
Stuttering Conway Sequences Are Still Conway Sequences. CoRR (2020)
Éric Brier, Rémi Géraud-Stewart, David Naccache, Alessandro Pacco, Emanuele Troiani
The Look-and-Say The Biggest Sequence Eventually Cycles. CoRR (2020)