2 papers
stat.ML2025
Infinite Neural Operators: Gaussian processes on functions
Daniel Augusto de Souza, Yuchen Zhu, Harry Jake Cunningham +3
A variety of infinitely wide neural architectures (e.g., dense NNs, CNNs, and transformers) induce Gaussian process (GP) priors over their outputs. These relationships provide both…
stat.ML2024
Nonparametric Instrumental Variable Regression through Stochastic Approximate Gradients
Yuri Fonseca, Caio Peixoto, Yuri Saporito
Instrumental variables (IVs) provide a powerful strategy for identifying causal effects in the presence of unobservable confounders. Within the nonparametric setting (NPIV), recent…