3 papers
eess.SP2026
Sensing-Native Over-the-Air Federated Learning
Peiyuan Huang, Shijian Gao, Jia Yan +1
Over-the-air federated learning (FL) leverages the superposition property of multiple-access channels to enable communication-efficient distributed model training. Existing integra…
eess.SP2025
Robust MIMO Semantic Communication with Imperfect CSI via Knowledge Distillation
Mingze Gong, Shuoyao Wang, Shijian Gao +2
Semantic communication (SemComm) has emerged as a new communication paradigm. To enhance efficiency, multiple-input-multiple-output (MIMO) technology has been further integrated in…
cs.DC2024
dSTAR: Straggler Tolerant and Byzantine Resilient Distributed SGD
Jiahe Yan, Pratik Chaudhari, Leonard Kleinrock
Distributed model training needs to be adapted to challenges such as the straggler effect and Byzantine attacks. When coordinating the training process with multiple computing node…