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Favaro, Stefano
15 publications
AISTATS
2025
Function-Space MCMC for Bayesian Wide Neural Networks
Lucia Pezzetti
,
Stefano Favaro
,
Stefano Peluchetti
TMLR
2024
Large-Width Asymptotics and Training Dynamics of $\alpha$-Stable ReLU Neural Networks
Stefano Favaro
,
Sandra Fortini
,
Stefano Peluchetti
NeurIPSW
2024
Preconditioned Crank-Nicolson Algorithms for Wide Bayesian Neural Networks
Lucia Pezzetti
,
Stefano Favaro
,
Stefano Peluchetti
JMLR
2024
Random Measure Priors in Bayesian Recovery from Sketches
Mario Beraha
,
Stefano Favaro
,
Matteo Sesia
JMLR
2023
Conformal Frequency Estimation Using Discrete Sketched Data with Coverage for Distinct Queries
Matteo Sesia
,
Stefano Favaro
,
Edgar Dobriban
JMLR
2023
Learning-Augmented Count-Min Sketches via Bayesian Nonparametrics
Emanuele Dolera
,
Stefano Favaro
,
Stefano Peluchetti
NeurIPS
2022
Conformal Frequency Estimation with Sketched Data
Matteo Sesia
,
Stefano Favaro
TMLR
2022
Infinitely Wide Limits for Deep Stable Neural Networks: Sub-Linear, Linear and Super-Linear Activation Functions
Alberto Bordino
,
Stefano Favaro
,
Sandra Fortini
AISTATS
2021
A Bayesian Nonparametric Approach to Count-Min Sketch Under Power-Law Data Streams
Emanuele Dolera
,
Stefano Favaro
,
Stefano Peluchetti
JMLR
2021
Consistent Estimation of Small Masses in Feature Sampling
Fadhel Ayed
,
Marco Battiston
,
Federico Camerlenghi
,
Stefano Favaro
JMLR
2021
Doubly Infinite Residual Neural Networks: A Diffusion Process Approach
Stefano Peluchetti
,
Stefano Favaro
ICLR
2021
Large-Width Functional Asymptotics for Deep Gaussian Neural Networks
Daniele Bracale
,
Stefano Favaro
,
Sandra Fortini
,
Stefano Peluchetti
AISTATS
2020
Infinitely Deep Neural Networks as Diffusion Processes
Stefano Peluchetti
,
Stefano Favaro
AISTATS
2020
Stable Behaviour of Infinitely Wide Deep Neural Networks
Stefano Peluchetti
,
Stefano Favaro
,
Sandra Fortini
NeurIPS
2015
A Hybrid Sampler for Poisson-Kingman Mixture Models
Maria Lomeli
,
Stefano Favaro
,
Yee Whye Teh