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20242026
most citedEdge-Cloud Collaborative Computing on Distributed Intelligence and Model Optimization: A Survey

52 citations · 53 across the 9 of their papers we have counts for

collaborators

9 papers

cs.CV2026

Bridging the RGB-IR Gap: Consensus and Discrepancy Modeling for Text-Guided Multispectral Detection

Jiaqi Wu, Zhen Wang, Enhao Huang +5

Text-guided multispectral object detection uses text semantics to guide semantic-aware cross-modal interaction between RGB and IR for more robust perception. However, notable limit…

cs.LG2026

Differentially Private Manifold Denoising

Jiaqi Wu, Yiqing Sun, Zhigang Yao

We introduce a differentially private manifold denoising framework that allows users to exploit sensitive reference datasets to correct noisy, non-private query points without comp…

cs.LG2025

FedRE: A Representation Entanglement Framework for Model-Heterogeneous Federated Learning

Yuan Yao, Lixu Wang, Jiaqi Wu +7

Federated learning (FL) enables collaborative training across clients while preserving privacy. While most existing FL methods assume homogeneous model architectures, client hetero…

cs.NI2025

A Survey on Cloud-Edge-Terminal Collaborative Intelligence in AIoT Networks

Jiaqi Wu, Jing Liu, Yang Liu +6

The proliferation of Internet of things (IoT) devices in smart cities, transportation, healthcare, and industrial applications, coupled with the explosive growth of AI-driven servi…

cs.DC2025★ 52 cited

Edge-Cloud Collaborative Computing on Distributed Intelligence and Model Optimization: A Survey

Jing Liu, Yao Du, Kun Yang +8

Edge-cloud collaborative computing (ECCC) has emerged as a pivotal paradigm for addressing the computational demands of modern intelligent applications, integrating cloud resources…

cs.CV2025

CLIP-Optimized Multimodal Image Enhancement via ISP-CNN Fusion for Coal Mine IoVT under Uneven Illumination

Shuai Wang, Shihao Zhang, Jiaqi Wu +7

Clear monitoring images are crucial for the safe operation of coal mine Internet of Video Things (IoVT) systems. However, low illumination and uneven brightness in underground envi…

cs.CV2024★ 1 cited

Efficient Detection Framework Adaptation for Edge Computing: A Plug-and-play Neural Network Toolbox Enabling Edge Deployment

Jiaqi Wu, Shihao Zhang, Simin Chen +7

Edge computing has emerged as a key paradigm for deploying deep learning-based object detection in time-sensitive scenarios. However, existing edge detection methods face challenge…

cs.CL2024

FedDTPT: Federated Discrete and Transferable Prompt Tuning for Black-Box Large Language Models

Jiaqi Wu, Simin Chen, Yuzhe Yang +6

In recent years, large language models (LLMs) have significantly advanced the field of natural language processing (NLP). By fine-tuning LLMs with data from specific scenarios, the…

cs.CV2024

Task-Oriented Real-time Visual Inference for IoVT Systems: A Co-design Framework of Neural Networks and Edge Deployment

Jiaqi Wu, Simin Chen, Zehua Wang +4

As the volume of image data grows, data-oriented cloud computing in Internet of Video Things (IoVT) systems encounters latency issues. Task-oriented edge computing addresses this b…