activity
20242026
most citedTowards Autonomous Mathematics Research

3 citations · 5 across the 6 of their papers we have counts for

collaborators

7 papers

math.CV2026

Sharp Higher Integrability Theory, Part I: The -norm of the Beurling--Ahlfors transform

Andrea Agazzi, Kari Astala, Giuseppe Bruno +18

We confirm a conjecture posed by T. Iwaniec in 1982: the norm of the Beurling--Ahlfors transform is if , and if .

math.AP2026

Quantitative Diffusive Limits for Singular Nonlocal Transport

Andrea Agazzi, Giuseppe Bruno, Federico Pasqualotto +1

We study the nonlocal continuity equation \[ \partial_tμ_b =\operatorname{div}\!\left( μ_b\nabla\log\bigl((I-b^2Δ)^{-1}μ_b\bigr) \right) \] on a closed connected Riemannian manifol…

math.AP2026

Morrey's problem in and

Andrea Agazzi, Giuseppe Bruno, André Guerra +1

We find an explicit rank-one convex non-quasiconvex integrand in : to falsify the quasiconvexity inequality, we exhibit a map …

math.AP2026

Quasiconvexity for the Dacorogna--Marcellini Energy

Giuseppe Bruno, Federico Pasqualotto

We prove that the planar Dacorogna--Marcellini energy is quasiconvex exactly when it is rank-one convex, i.e. if and only if .…

cs.LG2026★ 3 cited

Towards Autonomous Mathematics Research

Tony Feng, Trieu H. Trinh, Garrett Bingham +25

Recent advances in foundational models have yielded reasoning systems capable of achieving a gold-medal standard at the International Mathematical Olympiad. The transition from com…

cs.LG2025

A multiscale analysis of mean-field transformers in the moderate interaction regime

Giuseppe Bruno, Federico Pasqualotto, Andrea Agazzi

In this paper, we study the evolution of tokens through the depth of encoder-only transformer models at inference time by modeling them as a system of particles interacting in a me…

cs.LG2024★ 2 cited

Emergence of meta-stable clustering in mean-field transformer models

Giuseppe Bruno, Federico Pasqualotto, Andrea Agazzi

We model the evolution of tokens within a deep stack of Transformer layers as a continuous-time flow on the unit sphere, governed by a mean-field interacting particle system, build…