This paper proposes SEELE, a Lyapunov-guided online control algorithm that represents accumulated budget pressure with two virtual queues and converts the long-term constrained problem into lightweight per-slot decisions, and provides steady-state QoE statistically comparable to a pretrained PPO policy while significan...
Yuxuan Xiao, Han Xiao, Chuxing Fang et al.· Italian National Conference...· 0 citations
A trusted and attack-resilient mechanism for distributed DNN training that supports both data and model parallelism and leverages a blockchain-enabled infrastructure to ensure the tamper-resistant and auditable execution of security-critical operations is proposed.
Zhong-Hui Wu, Yun-Xiao Ma, Lu Lu et al.· Future Internet· 0 citations
This work proposes SeqFedRPC, a novel model decoupling based SFL framework with regularized parameter clustering, and employs a clustering‐based scheme to adaptively decouple the model parameters into shared and personalized subsets, thereby addressing the challenge of non‐IID data.
Peng Mao, Tian Du, Zhonghui Wu et al.· Transactions on Emerging Tel...· 0 citations
As Satellite Edge Computing (SEC) emerges as a computing backbone of 6 G IoT, its feasibility is threatened by frequent handovers that disrupt task continuity and cause deadline violations in AI-driven workloads. Conventional communication-centric handover strategies overlook the urgency of computational tasks, further...
Chuxing Fang, Changqiao Xu, Zitong Li et al.· IEEE Transactions on Mobile...· 0 citations
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