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cs.LG2025
Communication Efficient Cooperative Edge AI via Event-Triggered Computation Offloading
You Zhou, Changsheng You, Kaibin Huang
Rare events, despite their infrequency, often carry critical information and require immediate attentions in mission-critical applications such as autonomous driving, healthcare, a…
cs.LG2024
Federated Dropout: Convergence Analysis and Resource Allocation
Sijing Xie, Dingzhu Wen, Xiaonan Liu +3
Federated Dropout is an efficient technique to overcome both communication and computation bottlenecks for deploying federated learning at the network edge. In each training round,…