output
20122026
most citedAn Overview of Deep Semi-Supervised Learning

244 citations

120 papers

q-fin.PM2026

End-to-End Neural Shrinkage of Indefinite Pairwise Correlation Matrices for Small-Cap-Inclusive Portfolios

Christian Bongiorno, Lorenzo Villassero

Small-cap-inclusive equity universes contain recently listed and intermittently traded securities, so enforcing a common look-back discards a substantial fraction of the available…

q-bio.GN2025

Discovering Interpretable Biological Concepts in Single-cell RNA-seq Foundation Models

Charlotte Claye, Pierre Marschall, Wassila Ouerdane +2

Single-cell RNA-seq foundation models achieve strong performance on downstream tasks but remain black boxes, limiting their utility for biological discovery. Recent work has shown…

math.AP2025

On analysis of problems of mathematical physics with non-Lipschitz boundaries

Anna Rozanova-Pierrat

We review recent advances in solving problems of mathematical physics on domains with irregular boundaries in Rn. We distinguish two frameworks: a measure-free approach in the imag…

math.PR2025

Brownian motion on the Fubini extension space and applications

Hamed Amini, Nina H. Amini, Sofiane Chalal +1

We study a family of essentially pairwise independent Brownian motions indexed by a continuum of labels and show how the Fubini extension framework provides a rigorous way to repre…

math.PR2025

Graphon Quantum Filtering Systems

Hamed Amini, Nina H. Amini, Sofiane Chalal +1

We consider a non-exchangeable system of interacting quantum particles with mean-field type interactions, subject to continuous measurement on dense graphs. In the mean-field limit…

math.AP2025

Poincar{é}-Steklov operator and Calder{ó}n's problem on extension domains

Gabriel Claret, Michael Hinz, Anna Rozanova-Pierrat

We consider Calder{ó}n's problem on a class of Sobolev extension domains containing non-Lipschitz and fractal shapes. We generalize the notion of Poincar{é}-Steklov (Dirichlet-to-N…