A Lightweight Reputation-Based Mechanism for Incentivizing Cooperation in Decentralized Federated Learning. - Kavindu Herath; Suraj Mahangade; Saurabh Bagchi (DSN-W, 2025)

Hubs and Spokes Learning: Efficient and Scalable Collaborative Machine Learning. - Atul Sharma; Kavindu Herath; Saurabh Bagchi; Chaoyue Liu; Somali Chaterji (CoRR, 2025)