arxivstat.MEstat.COstat.ML2026-07-12
GNet: A scalable and flexible Gaussian process network with nonparametric neurons
We develop GNet, a scalable and flexible Gaussian process network with nonparametric activation functions modeled by Gaussian processes. To reduce computational and storage costs, we introduce the jointly inverse Kalman filter, a fast algorithm together with closed-form expressio…