Research

Data-Driven Regret Balancing for Online Model Selection in Bandits

Data-Driven Regret Balancing for Online Model Selection in Bandits

Aldo Pacchiano, Christoph Dann, Claudio Gentile

AISTATS 2024

Contextual Bandits with Stage-wise Constraints

Contextual Bandits with Stage-wise Constraints

Aldo Pacchiano, Mohammad Ghavamzadeh, Peter Bartlett

ArXiv

A Unified Model and Dimension for Interactive Estimation

A Unified Model and Dimension for Interactive Estimation

Nataly Brukhim, Aldo Pacchiano, Miroslav Dudik, Robert Schapire

NeuRIPS 2023

Anytime Model Selection in Linear Bandits

Anytime Model Selection in Linear Bandits

Parnian Kassraie, Aldo Pacchiano, Nicolas Emmenegger, Andreas Krause

NeuRIPS 2023

Experiment Planning with Function Approximation

Experiment Planning with Function Approximation

Aldo Pacchiano, Jonathan Lee, Emma Brunskill

NeuRIPS 2023