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Author

Yujuan Ding

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Jul 2026

Diffusion Language Model for Recommendation

DLMRec is proposed, a discrete diffusion language model tailored for recommendation that offers a compelling alternative to autoregressive generation and introduces three key components to bridge diffusion language modeling with recommendation.

Chengyi Liu, Yong-Qi Zhou, Jun-Wei Pan et al. · 1 citation
Preprint Aug 2026

FashionKG-RAG: Knowledge Graph-Enhanced Retrieval-Augmented Generation for Fashion Question Answering

A comprehensive, domain-wide knowledge graph built with expert-level precision and professionalism is proposed, constructed through a three-stage agentic pipeline that extracts high-fidelity knowledge cores from authoritative textbooks and strengthens structural connectivity through cross-domain augmentation and genera...

Yujuan Ding, Linyin Luo, Shijie Wang et al. · 0 citations
Preprint Aug 2026

Evidence, Logic, and Compliance: Multi-Agent Structured Graph Reasoning with Expert Arbitration for Medical Referral

MASGR (Multi-Agent Structured Graph Reasoning), a framework that treats referral not as a classification task but as a structured graph construction problem, significantly outperforms state-of-the-art LLMs and existing multi-agent systems, particularly in complex cases requiring the balancing of chronic disease managem...

Qi Peng, Yi Cai, Jialin Cui et al. · 0 citations

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