2 papers
cs.LG2024
Fairness and Privacy Guarantees in Federated Contextual Bandits
Sambhav Solanki, Shweta Jain, Sujit Gujar
This paper considers the contextual multi-armed bandit (CMAB) problem with fairness and privacy guarantees in a federated environment. We consider merit-based exposure as the desir…
cs.LG2022
Differentially Private Federated Combinatorial Bandits with Constraints
Sambhav Solanki, Samhita Kanaparthy, Sankarshan Damle +1
There is a rapid increase in the cooperative learning paradigm in online learning settings, i.e., federated learning (FL). Unlike most FL settings, there are many situations where…