Emanuele Troiani

According to our database1, Emanuele Troiani authored at least 14 papers between 2020 and 2025.

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Bibliography

2025
Fundamental limits of learning in sequence multi-index models and deep attention networks: High-dimensional asymptotics and sharp thresholds.
CoRR, February, 2025

2024
Rigorous Dynamical Mean-Field Theory for Stochastic Gradient Descent Methods.
SIAM J. Math. Data Sci., 2024

Bilinear Sequence Regression: A Model for Learning from Long Sequences of High-dimensional Tokens.
CoRR, 2024

Could ChatGPT get an Engineering Degree? Evaluating Higher Education Vulnerability to AI Assistants.
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CoRR, 2024

Fundamental limits of weak learnability in high-dimensional multi-index models.
CoRR, 2024

Bayes-optimal learning of an extensive-width neural network from quadratically many samples.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

The Benefits of Reusing Batches for Gradient Descent in Two-Layer Networks: Breaking the Curse of Information and Leap Exponents.
Proceedings of the Forty-first International Conference on Machine Learning, 2024

Asymptotic Characterisation of the Performance of Robust Linear Regression in the Presence of Outliers.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

2023
Sparse Representations, Inference and Learning.
CoRR, 2023

Gibbs Sampling the Posterior of Neural Networks.
CoRR, 2023

Asymptotic Characterisation of Robust Empirical Risk Minimisation Performance in the Presence of Outliers.
CoRR, 2023

2022
Optimal denoising of rotationally invariant rectangular matrices.
Proceedings of the Mathematical and Scientific Machine Learning, 2022

2020
The Look-and-Say The Biggest Sequence Eventually Cycles.
CoRR, 2020

Stuttering Conway Sequences Are Still Conway Sequences.
CoRR, 2020


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