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