2 papers
stat.ME2026
Confidence regions for SAFE AI compliance scores
Anton Sokolov, Paolo Giudici, Vasily Kolesnikov
Artificial Intelligence trustworthiness scores are moving from research dashboards into compliance claims and procurement decisions. A compliance claim is a statistical decision ba…
cs.LG2026
SAFE Quantum Machine Learning with Variational Quantum Classifiers
Ying Chen, Paolo Giudici, Vasily Kolesnikov +1
We propose a variational quantum classifier operating on high dimensional deep representations via amplitude encoding, stabilized by a learnable classical pre encoding layer.By com…