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Arnaboldi, Luca
6 publications
NeurIPS
2025
Asymptotics of SGD in Sequence-Single Index Models and Single-Layer Attention Networks
Luca Arnaboldi
,
Bruno Loureiro
,
Ludovic Stephan
,
Florent Krzakala
,
Lenka Zdeborova
ICML
2024
Online Learning and Information Exponents: The Importance of Batch Size & Time/Complexity Tradeoffs
Luca Arnaboldi
,
Yatin Dandi
,
Florent Krzakala
,
Bruno Loureiro
,
Luca Pesce
,
Ludovic Stephan
ICMLW
2024
Repetita Iuvant: Data Repetition Allows SGD to Learn High-Dimensional Multi-Index Functions
Luca Arnaboldi
,
Yatin Dandi
,
Florent Krzakala
,
Luca Pesce
,
Ludovic Stephan
ICML
2024
The Benefits of Reusing Batches for Gradient Descent in Two-Layer Networks: Breaking the Curse of Information and Leap Exponents
Yatin Dandi
,
Emanuele Troiani
,
Luca Arnaboldi
,
Luca Pesce
,
Lenka Zdeborova
,
Florent Krzakala
NeurIPSW
2023
Escaping Mediocrity: How Two-Layer Networks Learn Hard Generalized Linear Models
Luca Arnaboldi
,
Florent Krzakala
,
Bruno Loureiro
,
Ludovic Stephan
COLT
2023
From High-Dimensional & Mean-Field Dynamics to Dimensionless ODEs: A Unifying Approach to SGD in Two-Layers Networks
Luca Arnaboldi
,
Ludovic Stephan
,
Florent Krzakala
,
Bruno Loureiro