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Author

Joyce Jiyoung Whang

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Preprint Oct 2026

Bridging Concepts: Multi-Agent Reasoning over Scientific Concept Graphs for High-Impact Research Prediction

Within a research community, new topics often emerge when previously unconnected concepts are first studied together. We construct scientific concept graphs (SCGs)--domain knowledge graphs whose nodes are fine-grained research concepts extracted from paper text by LLMs and whose edges capture their co-occurrence in pap...

D. Yoon, Minsung Hwang, Juneha Baek et al. · 0 citations
Book Open access Aug 2026

Knowledge Discovery with Knowledge Graphs: From Structural Embeddings to Generative Reasoning

Knowledge graphs provide a structured modeling of human knowledge, which is essential to many modern knowledge discovery systems. Knowledge graph embedding and knowledge graph representation learning techniques convert entities and relations into feature vectors, thereby facilitating their effective integration into co...

Joyce Jiyoung Whang · 0 citations

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