Selected Publications

• Md Sirajul Islam, Sanjeev Panta, Fei Xu, Xu Yuan, Li Chen, Nian-Feng Tzeng. “SEAFL: Enhancing Efficiency in Semi-Asynchronous Federated Learning through Adaptive Aggregation and Selective Training”. In IPDPS 2025. [PDF] [Slides]

• Md Sirajul Islam, Simin Javaherian, Fei Xu, Xu Yuan, Li Chen, Nian-Feng Tzeng. “FedClust: Tackling Data Heterogeneity in Federated Learning through Weight-Driven Client Clustering”. In ICPP 2024. [PDF] [Slides]

• Simin Javaherian, Sanjeev Panta, Shelby Williams, Md Sirajul Islam, Li Chen. “FedFair^3: Unlocking Threefold Fairness in Federated Learning”. In ICC 2024. [PDF] [Slides]

• 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” (Poster Presentation). In IPDPS 2024. [PDF] [Poster]

• 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, Isabelle G Chapman, N I Md Ashafuddula, Xu Yuan, Li Chen, Nian-Feng Tzeng. “FedACT: A Resource Heterogeneity-Aware Device Scheduling Framework for Concurrent Training of Multiple Federated Learning Jobs” (Under Submission).