most citedREFORM: Reputation Based Fair and Temporal Reward Framework for Crowdsourcing

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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…

cs.LG2021

F3: Fair and Federated Face Attribute Classification with Heterogeneous Data

Samhita Kanaparthy, Manisha Padala, Sankarshan Damle +2

Fairness across different demographic groups is an essential criterion for face-related tasks, Face Attribute Classification (FAC) being a prominent example. Apart from this trend,…