2 papers
cs.LG2025
Secure Generalization through Stochastic Bidirectional Parameter Updates Using Dual-Gradient Mechanism
Shourya Goel, Himanshi Tibrewal, Anant Jain +2
Federated learning (FL) has gained increasing attention due to privacy-preserving collaborative training on decentralized clients, mitigating the need to upload sensitive data to a…
cs.LG2024
Confidence Is All You Need for MI Attacks
Abhishek Sinha, Himanshi Tibrewal, Mansi Gupta +2
In this evolving era of machine learning security, membership inference attacks have emerged as a potent threat to the confidentiality of sensitive data. In this attack, adversarie…