Md Sirajul Islam, Simin Javaherian, Fei Xu, Xu Yuan, Li Chen, Nian-Feng Tzeng. “FedClust: Optimizing Federated Learning on Non-IID Data through Weight-Driven Client Clustering”, in the Proceedings of the 38th IEEE International Parallel and Distributed Processing Symposium (IPDPS'24) (Poster Presentation), San Francisco, California, May 27-31, 2024. [PDF][Poster]
Simin Javaherian, Sanjeev Panta, Shelby Williams, Md Sirajul Islam, Li Chen. “FedFair^3: Unlocking Threefold Fairness in Federated Learning”, in the Proceedings of the IEEE International Conference on Communications (ICC'24), Denver, Colorado, June 9-13, 2024. [PDF]
Sanjeev Panta, Jatin Patel, Md Sirajul Islam, Simin Javaherian, Xu Yuan, Li Chen, Nian-Feng Tzeng. “Pseudoformer: Pseudo AutoCorrelation-Attention Mechanism for Time Series Forecasting” (Under Submission).
Md Sirajul Islam, Fei Xu, Xu Yuan, Li Chen, Nian-Feng Tzeng. “SEAFL: Staleness-aware Semi-Asynchronous Federated Learning with Adaptive Weight Aggregation” (Under Submission)
Md Sirajul Islam, Sanjeev Panta, Fei Xu, Xu Yuan, Li Chen, Nian-Feng Tzeng. “FedClust: Tackling Data Heterogeneity in Federated Learning through Weight-Driven Client Clustering” (Under Submission)