2 citations · 2 across the 3 of their papers we have counts for
3 papers
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…
REFORM: Reputation Based Fair and Temporal Reward Framework for Crowdsourcing
Samhita Kanaparthy, Sankarshan Damle, Sujit Gujar
Crowdsourcing is an effective method to collect data by employing distributed human population. Researchers introduce appropriate reward mechanisms to incentivize agents to report…
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,…