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.CV2024
Biasing & Debiasing based Approach Towards Fair Knowledge Transfer for Equitable Skin Analysis
Anshul Pundhir, Balasubramanian Raman, Pravendra Singh
Deep learning models, particularly Convolutional Neural Networks (CNNs), have demonstrated exceptional performance in diagnosing skin diseases, often outperforming dermatologists.…