3 papers
cond-mat.stat-mech2026
Learning Cole-Hopf Coordinates for Stochastic Growth Dynamics: the KPZ class
Lorenzo Mensi, Simone Cuonzo, Maria Chiara Angelini +3
Inferring effective equations from observations of nonlinear stochastic processes is challenging because individual trajectories are noisy realizations, while the relevant physical…
math.ST2026
Conformal Prediction Intervals with Tail-Specific Guarantees
Simone Cuonzo, Nina Deliu
This paper extends classical conformal frameworks for constructing prediction intervals with global marginal coverage to intervals that provide explicitly calibrated guarante…
cs.LG2025
Conformal bandits: bringing statistical validity and reward efficiency under weak arm separability
Simone Cuonzo, Nina Deliu
We introduce Conformal Bandits, a novel framework integrating Conformal Prediction (CP) into bandit problems, a classic paradigm for sequential decision-making under uncertainty. T…