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cs.CR2024
Privacy-Preserving Data Deduplication for Enhancing Federated Learning of Language Models (Extended Version)
Aydin Abadi, Vishnu Asutosh Dasu, Sumanta Sarkar
Deduplication is a vital preprocessing step that enhances machine learning model performance and saves training time and energy. However, enhancing federated learning through dedup…
cs.LG2024★ 1 cited
NeuFair: Neural Network Fairness Repair with Dropout
Vishnu Asutosh Dasu, Ashish Kumar, Saeid Tizpaz-Niari +1
This paper investigates neuron dropout as a post-processing bias mitigation for deep neural networks (DNNs). Neural-driven software solutions are increasingly applied in socially c…