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Zhiwen Yu

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#edge computing Oct 2026

On DNN Model Partitioning and Deployment for Collaborative Multi-Edge AI Computing

Offloading DNN workload to an edge network for parallel and distributed computing is a promising solution to hosting computation-intensive DNN services. The challenge is how to partition DNN models and to reduce the communication to realize a high-performance multi-edge DNN computing. In this paper, we first propose a...

Weibo Chu, Zhao-Yang Li, Zhiwen Yu et al. · 0 citations
Preprint Aug 2026

XGait: A Multi-Modality Wireless Sensing Dataset for Indoor Human Tracking and Identification

Wireless sensing has emerged as a promising approach for tracking and identification using commodity Internet of Things devices. However, the features derived from a single wireless modality are often fragile to variations in environmental layouts and walking trajectories. Furthermore, most existing studies are based o...

Wei Xu, Zhu Wang, Yi-Fan Guo et al. · 1 citation · ⚡1
Book Open access Aug 2026

Rethinking Generalization in Graphs: A Hierarchical Interaction Perspective for Generalist Detection

With the increasing heterogeneity of social networks and online interaction systems, generalist graph anomaly detection (GAD) has become essential for identifying abnormal and fraudulent behaviors in complex environments. However, most existing GAD approaches rely heavily on domain-specific semantic alignment, which su...

Xiang-Ping Zheng, Xuan Feng, Bo Wu et al. · 0 citations
Review Aug 2026

What Language Does and What the Evidence Supports: A Functional Role Taxonomy and Evidence Audit of Language Grounding in Embodied Agents

Foundation models place language throughout embodied agents, but its presence does not show what it contributes or how well that contribution is grounded. This survey separates these two questions. We define five non-exclusive functional roles for language: Specification, Embodied Representation, Action Orchestration,...

Yifan Guo, Chenghao Li, Zhu Wang et al. · 0 citations
Conference Jul 2026

From Reactive to Proactive: An Explainable Risk Awareness Framework for Logistics Cyber-Physical Systems

Logistics Cyber-Physical Systems (LCPS) generate large volumes of regulatory and operational texts that encode early signals of safety risks. Converting short, noisy, and domain-specific records into actionable intelligence is difficult due to industrial semantic drift and the limited auditability of black-box predicto...

Ke Huang, Yan Liu, Bin Guo et al. · 0 citations
Book Aug 2026

Rethinking Generalization in Graphs: A Hierarchical Interaction Perspective for Generalist Detection

Hierarchical Interaction MOdeling for zero-shot generalist GAD enables anomaly detection across diverse graph domains without retraining or access to target-domain supervision by modeling the evolutionary trajectories of node representations across hierarchical structural depths, thereby capturing interaction patterns...

Xiangping Zheng, Xuan Feng, Bo Wu et al. · 0 citations

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