2 papers
stat.ML2026
Online Conformal Prediction via Universal Portfolio Algorithms
Tuo Liu, Edgar Dobriban, Francesco Orabona
Online conformal prediction (OCP) seeks prediction intervals that achieve long-run coverage for arbitrary (possibly adversarial) data streams, while remaining as informative…
math.OC2025
Dual Averaging Converges for Nonconvex Smooth Stochastic Optimization
Tuo Liu, El Mehdi Saad, Wojciech KotÅowski +1
Dual averaging and gradient descent with their stochastic variants stand as the two canonical recipe books for first-order optimization: Every modern variant can be viewed as a des…