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Lingyan Zhang

2 accepted papers

2025

HDRec: Hierarchical Distillation for Enhanced LLM-based Recommendation Systems

ICASSP 2025accepted

Large Language Models (LLMs) have shown significant potential in recommendation systems by enhancing the semantic reasoning capabilities derived from user-item interactions. However, existing methods often rely on original reviews as ground truth explanations, with limited attention to uncovering th…

Cited by 0SourceScholar
2025

LitePest: Real-Time and Efficient Detection of Agricultural Pests Using an Advanced Lightweight Deep Learning Network

ICASSP 2025accepted

Pest detection is a challenging task due to the high visual similarity between species, their dense distribution in fields, and complex agricultural backgrounds. Existing models often have large parameter sizes, making them unsuitable for deployment on resource-constrained devices commonly used in a…

Cited by 0SourceScholar