2 papers
cs.LG2026
Measuring Uncertainty Calibration
Kamil Ciosek, Nicolò Felicioni, Sina Ghiassian +6
We make two contributions to the problem of estimating the calibration error of a binary classifier from a finite dataset. First, we provide an upper bound for any classifier…
cs.LG2025
Linear Gradient Prediction with Control Variates
Kamil Ciosek, Nicolò Felicioni, Juan Elenter Litwin
We propose a new way of training neural networks, with the goal of reducing training cost. Our method uses approximate predicted gradients instead of the full gradients that requir…