Author

Hao-Ji Hu

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Preprint Oct 2026

EdgeKernelBench: Unified LLM-Driven Kernel Generation for Edge Backends

Recent works show that LLMs can generate kernels with strong performance on server GPUs. Edge deployment presents distinct challenges because the hardware is heterogeneous, the software stacks are fragmented, and the resource budgets are tight. LLM kernel generation across diverse edge backends has yet to be studied sy...

Yu-Hua Zheng, Xueyi Chen, Xing-Ze Zou et al. · 0 citations

#small language model Open access Sep 2026

VSF: A Multimodal Few-Shot Plant Disease Recognition Method in Agricultural Scenarios

A visual–semantic multimodal fusion framework is developed, incorporating a Two-Stage Modality Fusion mechanism that projects semantic and visual features into a unified feature space to optimize cross-modal feature interaction.

Hou-Kui Zhou, Xin-Zhang Li, Yuan Nie et al. · AgriEngineering · 0 citations

Open access Sep 2026

SAEFormer: Self-Supervised and Attention-Enhanced Efficient Transformer for Robust Tomato Leaf Disease Recognition

This paper proposes SAEFormer, a lightweight and robust disease recognition model that integrates a Multi-scale Selective Fusion Attention Block to enhance the ability to model multi-scale semantic information in lesion areas and achieves competitive performance in cross-dataset evaluation.

Hou-Kui Zhou, Shu-Tong Guo, Cheng-Xuan Li et al. · AgriEngineering · 0 citations