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Haiquan Wang

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#edge computing Preprint Sep 2026

Iapetus: Content-Aware Hierarchical Scheduling for Collaborative ViT Inference in LEO Satellite Networks

sys is presented, a content-aware hierarchical scheduler that screens constellation-wide options to retain a bounded candidate set, then refines each candidate into a complete token compression and layer offloading trajectory using quality prediction and joint planning and balances per-task latency, energy, and quality...

Yan Chen, Yun-Xiang Zhang, Guan-Jun Jiang et al. · 0 citations
Open access 2026

Adaptive Parameter-Harmonized Dynamic Hypergraph Spatio-Temporal Prediction for Distributed Traffic Scenarios

A novel Adaptive Parameter Coordination Dynamic Hypergraph Spatio-Temporal Prediction (ADH-STPC) framework for decentralized learning, which provides the core topology for adaptive collaboration, while DHCGA captures spatio-temporal traffic features, and together they drive the model to achieve optimal performance.

Zhenhui Hao, Tong Chen, Wei Yan et al. · 0 citations

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