Author

Siyuan Jiang

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#machine learning Preprint Jul 2025

Adaptively Truncated Signature-based Logistic Regression for Semi-parametric Functional Classification

This work proposes Adaptively Truncated Signature-based Logistic Regression (ATSLR), a semi-parametric classification framework that integrates path-signature representations with a data-driven procedure for selecting the signature truncation order via penalized empirical risk minimization and highlights the practical...

Peng-Cheng Zeng, Siyuan Jiang · 2 citations

Review Jul 2026

SoccerNet 2026 Challenges Results

Each task and its evaluation protocol is described, the challenge leaderboards are presented, and the leading submissions are summarized, with the aim of documenting the current state of each task as measured on held-out challenge data.

A. Cioppa, Silvio Giancola, Haakan Ardo et al. · 1 citation