Author

Minsung Hwang

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#graph neural networks Book Open access Nov 2026

FIETA: Few-Shot Inductive Knowledge Graph Completion via Task-Aware Graph Neural Networks

Few-shot knowledge graph completion aims to predict missing triplets involving few-shot relations, where each few-shot relation is associated with only a few examples of the relation, called support triplets. In few-shot knowledge graph completion, each few-shot task corresponds to predicting triplets for a few-shot re...

Chanyoung Chung, Minsung Hwang, Joyce Jiyoung Whang · Proceedings of the 35th ACM... · 0 citations

Preprint Oct 2026

Dialogue Generation for Conversational Recommendation Using User Search Interactions and Knowledge Graphs

Large-scale conversational recommendation datasets typically require manual dialogue construction or annotation. We propose SearCl, which automatically generates conversational recommendation dialogues grounded in user search and click behaviors. SearCl segments user interactions into query sessions and derives each re...

Minsung Hwang, D. Yoon, Gowoon Hwang et al. · 0 citations

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