Article-Journal

Avoid Forgetting by Preserving Global Knowledge Gradients in Federated Learning with Non-IID Data

Co-authored with collaborators from UCSD and Purdue, this work addresses catastrophic forgetting in federated learning through …

Abhijit Chunduru, Majid Morafah, Mahdi Morafah, Vishnu Pandi Chellapandi, Ang Li

Flotilla: A Scalable, Modular and Resilient Federated Learning Framework for Heterogeneous Resources

A flexible and lightweight federated learning platform for edge environments with modular strategy support, asynchronous updates, and …

Roopkatha Banerjee, Prince Modi, Jinal Vyas, Abhijit Chunduru, Tejus Chandrashekar, Harsha Varun Marisetty, Manik Gupta, Yogesh Simmhan

A Personalized Federated Hypernetworks Based Aggregation Approach for Intrusion Detection Systems

Personalized federated aggregation for intrusion detection under heterogeneous client conditions.

Abhijit Chunduru, Y. Annie Jerusha, S. P. Syed Ibrahim, Vijay Varadharajan

FedCure: A Heterogeneity-Aware Personalized Federated Learning Framework for Intelligent Healthcare in IoMT

Personalized federated learning for healthcare settings under heterogeneity and privacy constraints.

Sachin D. N, Annappa B, Saumya Hegde, Abhijit Chunduru, Sateesh Ambesange