3 papers
cs.LG2026
Finite-Sample Coverage Audits for High-Recall Candidate Generation: Certification and Learning-Theoretic Design
Martin Anthony, Kaveh Salehzadeh Nobari
An initial high-recall stage in an empirical pipeline decides which items pass to later review, labelling, or modelling, and relevant items it misses are lost to every subsequent s…
cs.DM2026
Chamber geometry and specification numbers of Boolean threshold functions
Martin Anthony
The specification number of a Boolean threshold function on variables is the least number of points whose -values determine uniquely among all threshold fu…
stat.ML2026
Generalised Eigenvalue Geometry of Semantic Adversarial Attacks
Martin Anthony, Kaveh Salehzadeh Nobari
Recent empirical work shows that semantically equivalent paraphrases can fool financial sentiment classifiers: although a paraphrase remains close to the original under a strong re…