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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Joyce Jiyoung Whang

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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 · 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
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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