Author name: Sushovan Majhi, Atish Mitra, \v{Z}iga Virk, Pramita Bagchi

A Closed-Form Adaptive-Landmark Kernel for Certified Point-Cloud and Graph Classification

Sushovan Majhi, Atish Mitra, \v{Z}iga Virk, Pramita Bagchi / May 6, 2026

arXiv:2605.04046v1 Announce Type: new
Abstract: We introduce PALACE (Persistence Adaptive-Landmark Analytic Classification Engine), the data-adaptive companion to PLACE, paying a small cross-validation tier on three knobs (budget, radii, bandwidth; $\…

cs.LG, math.AT

A Closed-Form Persistence-Landmark Pipeline for Certified Point-Cloud and Graph Classification

Sushovan Majhi, Atish Mitra, \v{Z}iga Virk, Pramita Bagchi / May 5, 2026

arXiv:2605.02836v1 Announce Type: new
Abstract: We introduce PLACE (Persistence-Landmark Analytic Classification Engine), a closed-form pipeline for classifying point clouds and graphs through their persistent-homology signatures. Three quantitative g…