Emanuele Troiani

PhD student, School of Computer and Communication Sciences, EPFL - EPF Lausanne

Joined

October 2022

Names

Emanuele Troiani (Preferred)

Emails

****@epfl.ch (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Google Scholar

DBLP

ORCID

Career & Education History

PhD student

School of Computer and Communication Sciences, EPFL - EPF Lausanne (ic.epfl.ch)

2021 – Present

MS student

Ecole Normale Supérieure de Paris (ens.fr)

2019 – 2021

Undergrad student

University of Pisa (unipi.it)

2016 – 2019

Advisors, Relations & Conflicts

PhD Advisor

Lenka Zdeborová

2021 – Present

Coauthor

Florent Krzakala

2021 – Present

Expertise

No areas of expertise listed

Publications

Single-Head Attention in High Dimensions: A Theory of Generalization, Weights Spectra, and Scaling Laws
Fabrizio Boncoraglio, Vittorio Erba, Emanuele Troiani, Yizhou Xu, Florent Krzakala, Lenka Zdeborová
- Sci4DL 2026
- Readers: Everyone
Inductive Bias and Spectral Properties of Single-Head Attention in High Dimensions
Fabrizio Boncoraglio, Vittorio Erba, Emanuele Troiani, Florent Krzakala, Lenka Zdeborová
- Submitted to ICLR 2026
- Readers: Everyone
Scaling Laws and Spectra of Shallow Neural Networks in the Feature Learning Regime
Leonardo Defilippis, Yizhou Xu, Julius Girardin, Vittorio Erba, Emanuele Troiani, Lenka Zdeborová, Bruno Loureiro, Florent Krzakala
- ICLR 2026 Oral
- Readers: Everyone
Bayes optimal learning of attention-indexed models
Fabrizio Boncoraglio, Emanuele Troiani, Vittorio Erba, Lenka Zdeborova
- HiLD at ICML 2025 Oral
- Readers: Everyone
The Nuclear Route: Sharp Asymptotics of ERM in Overparameterized Quadratic Networks
Vittorio Erba, Emanuele Troiani, Lenka Zdeborova, Florent Krzakala
- HiLD at ICML 2025 Poster
- Readers: Everyone
The Nuclear Route: Sharp Asymptotics of ERM in Overparameterized Quadratic Networks
Vittorio Erba, Emanuele Troiani, Lenka Zdeborova, Florent Krzakala
- NeurIPS 2025 poster
- Readers: Everyone
Bayes optimal learning of attention-indexed models
Fabrizio Boncoraglio, Emanuele Troiani, Vittorio Erba, Lenka Zdeborova
- NeurIPS 2025 poster
- Readers: Everyone
Fundamental limits of learning in sequence multi-index models and deep attention networks: High-dimensional asymptotics and sharp thresholds
Emanuele Troiani, Hugo Cui, Yatin Dandi, Florent Krzakala, Lenka Zdeborová
- CoRR 2025
- Readers: Everyone
Fundamental limits of learning in sequence multi-index models and deep attention networks: high-dimensional asymptotics and sharp thresholds
Emanuele Troiani, Hugo Cui, Yatin Dandi, Florent Krzakala, Lenka Zdeborova
- ICML 2025 poster
- Readers: Everyone
Fundamental computational limits of weak learnability in high-dimensional multi-index models
Emanuele Troiani, Yatin Dandi, Leonardo Defilippis, Lenka Zdeborova, Bruno Loureiro, Florent Krzakala
- AISTATS 2025 Poster
- Readers: Everyone

View all 25 publications

Co-Authors

View all 113 co-authors