Shihui Ying on Muck Rack

Shihui Ying

As seen in: Nature, Frontiers, MDPI
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Articles

Hyper-RAG: combating LLM hallucinations using hypergraph-driven retrieval-augmented generation

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By Yifan Feng, Hao Hu, Shihui Ying, Xingliang Hou, Shiquan Liu, Mingyuan Yang, Junchang Li, Shaoyi Du, Nanning Zheng, Han Hu, Yue Gao
| Nature Verified
Abstract Large language models (LLMs) have transformed various sectors, including education, finance, and medicine, by enhancing content generation and decision-making processes. However, their integration into the medical field is cautious due to hallucinations, instances where generated content deviates from factual accuracy, potentially leading to adverse outcomes.
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[2503.07961] Overlap-aware meta-learning attention to enhance hypergraph neural networks for node classification

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By Shihui Ying, Xin-Jian Xu
| arxiv.org
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[2503.06066] Multi-view Spectral Clustering on the Grassmannian Manifold With Hypergraph Representation

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By Shihui Ying, Xin-Jian Xu, Yue Gao
| arxiv.org
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See all 9 licensed articles (10 Total)
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