ML Anthology
Authors
Search
About
Cella, Leonardo
11 publications
ISIPTA
2025
Distribution-Free Possibilistic Inference on Conditional Quantities
Leonardo Cella
ISIPTA
2023
Finite Sample Valid Probabilistic Inference on Quantile Regression
Leonardo Cella
AISTATS
2023
Multi-Task Representation Learning with Stochastic Linear Bandits
Leonardo Cella
,
Karim Lounici
,
Grégoire Pacreau
,
Massimiliano Pontil
NeurIPS
2022
Group Meritocratic Fairness in Linear Contextual Bandits
Riccardo Grazzi
,
Arya Akhavan
,
John IF Falk
,
Leonardo Cella
,
Massimiliano Pontil
ICML
2021
Best Model Identification: A Rested Bandit Formulation
Leonardo Cella
,
Massimiliano Pontil
,
Claudio Gentile
UAI
2021
Multi-Task and Meta-Learning with Sparse Linear Bandits
Leonardo Cella
,
Massimiliano Pontil
ISIPTA
2021
Valid Inferential Models for Prediction in Supervised Learning Problems
Leonardo Cella
,
Ryan Martin
ICML
2020
Meta-Learning with Stochastic Linear Bandits
Leonardo Cella
,
Alessandro Lazaric
,
Massimiliano Pontil
AISTATS
2020
Stochastic Bandits with Delay-Dependent Payoffs
Leonardo Cella
,
Nicoló Cesa-Bianchi
AISTATS
2019
Efficient Linear Bandits Through Matrix Sketching
Ilja Kuzborskij
,
Leonardo Cella
,
Nicolò Cesa-Bianchi
ISIPTA
2019
Incorporating Expert Opinion in an Inferential Model While Maintaining Validity
Leonardo Cella
,
Ryan Martin