Author

Qi Ding

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Open access Sep 2026

A Fuzzy-Enhanced Cost-Aware LoRA Inference Model with Multiple Experts for Cross-Dataset Network Intrusion Detection

Cross-dataset network intrusion detection faces challenges arising from distribution shifts, heterogeneous feature fields, changing attack distributions, and unreliable explanations across data sources. To address these problems, this paper proposes a fuzzy-enhanced cost-aware Low-Rank Adaptation (LoRA) inference model...

Pei Yang, De-Xin Chen, Qing-E Wu et al. · Electronics · 0 citations

Open access Sep 2026

MD-YOLO: An Improved YOLO26-Based Model for Small-Object Detection in UAV Aerial Imagery

MD-YOLO is proposed, an improved object detection model tailored for UAV scenarios, built upon the YOLO26 baseline, that incorporates three lightweight modules—IMO, DS-SPPF, and HPConv to optimize backbone feature extraction, multi-scale contextual aggregation, and Neck downsampling, thereby enhancing the model’s detec...

Tongpo Zhang, Wang-Quan Zou, Mo-Yan Yu et al. · Algorithms · 0 citations