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Nuo-Cheng Yang

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Preprint Nov 2026

CARE-FL: Federated Fine-Tuning of Multimodal LLMs in Resource-Constrained Edge Networks

Domain-specific adaptation of Multimodal Large Language Models (MLLMs) in privacy-sensitive edge environments requires federated fine-tuning, yet client selection remains challenging due to heterogeneous multimodal data and modality availability, dynamic system conditions, and evolving client utility during training. W...

Tian-Qi Zong, Bao-Sheng Li, Nuo-Cheng Yang et al. · 0 citations
Conference Aug 2026

Joint Transmission-Rendering Scheduling for Chunked 3D Mesh Delivery in Mobile Augmented Reality Services

Mobile augmented reality (AR) supports rich interactive applications by enabling high-fidelity 3D content to be displayed in real time on mobile devices. However, under timevarying wireless conditions and fluctuating device-side rendering contention, reconstructing such high-fidelity 3D content in a timely manner remai...

Shi-Dong Wang, Bang-Cai Wei, Chun-Sheng Wang et al. · 0 citations
Jul 2026

Communication-Efficient Digital-Twin Coordination for Heterogeneous LLM Embodied Agents over Computing Power Networks

LDT-Coord is proposed, a networked coordination framework built upon a lightweight digital twin that achieves a task success rate comparable to conventional coordination methods while reducing communication overhead by more than 70x and maintaining robustness under LLM heterogeneity.

Nuocheng Yang, Sihua Wang, Zi-Han Chen et al. · 0 citations

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