Learning the Kernel for Classification and Regression. - Chen Li; Luca Venturi; Ruitu Xu (CoRR, 2017)

Neural Networks with Finite Intrinsic Dimension have no Spurious Valleys. - Luca Venturi; Afonso S. Bandeira; Joan Bruna (CoRR, 2018)

Spurious Valleys in One-hidden-layer Neural Network Optimization Landscapes. - Luca Venturi; Afonso S. Bandeira; Joan Bruna (J. Mach. Learn. Res., 2019)

A Weighted POD Method for Elliptic PDEs with Random Inputs. - Luca Venturi; Francesco Ballarin; Gianluigi Rozza (J. Sci. Comput., 2019)

Diffusion-based Deep Active Learning. - Dan Kushnir; Luca Venturi (CoRR, 2020)

Depth separation for reduced deep networks in nonlinear model reduction: Distilling shock waves in nonlinear hyperbolic problems. - Donsub Rim; Luca Venturi; Joan Bruna; Benjamin Peherstorfer (CoRR, 2020)

Multilevel Stein variational gradient descent with applications to Bayesian inverse problems. - Terrence Alsup; Luca Venturi; Benjamin Peherstorfer (MSML, 2021)

On the Sample Complexity of Learning under Geometric Stability. - Alberto Bietti; Luca Venturi; Joan Bruna (NeurIPS, 2021)

On the Sample Complexity of Learning with Geometric Stability. - Alberto Bietti; Luca Venturi; Joan Bruna (CoRR, 2021)

Depth separation beyond radial functions. - Luca Venturi; Samy Jelassi; Tristan Ozuch; Joan Bruna (J. Mach. Learn. Res., 2022)