2 papers
cs.LG2026
Impact of Data Duplication on Deep Neural Network-Based Image Classifiers: Robust vs. Standard Models
Alireza Aghabagherloo, Aydin Abadi, Sumanta Sarkar +2
The accuracy and robustness of machine learning models against adversarial attacks are significantly influenced by factors such as training data quality, model architecture, the tr…
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…