Author

Jia-Hao Xie

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Open access Sep 2026

Meta-Learning-Driven Adaptive Control for Multi-Exit DNN Splitting at the Edge

Results indicate that combining meta-initialization, nonlinear constraint shaping, and topology-aware action masking improves stationary optimization and disturbance recovery within the controlled simulator.

Lu-Yao Wang, Jia-Hao Xie, Hao Hao et al. · IoT · 0 citations

Preprint Aug 2026

VisAdj: Learning Adjacency Matrices from Node-Link Images

VisAdj is a new framework for topology-aware adjacency prediction that introduces an attention-sparse neighbor sampler to adaptively select a high-recall set of candidate node pairs and performs joint edge inference using a line-graph transformer that treats candidate edges as tokens and explicitly models dependencies...

Jia-Hao Xie, Guangmo Tong · 0 citations