Minsung Hwang — accepted AI-conference papers

2025

Stability and Generalization Capability of Subgraph Reasoning Models for Inductive Knowledge Graph Completion

Minsung Hwang, Jaejun Lee, Joyce Jiyoung Whang

ICML 2025poster

Inductive knowledge graph completion aims to predict missing triplets in an incomplete knowledge graph that differs from the one observed during training. While subgraph reasoning models have demonstrated empirical success in this task, their theoretical properties, such as stability and generalizat…

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2024

PAC-Bayesian Generalization Bounds for Knowledge Graph Representation Learning

Jaejun Lee, Minsung Hwang, Joyce Jiyoung Whang

ICML 2024poster

While a number of knowledge graph representation learning (KGRL) methods have been proposed over the past decade, very few theoretical analyses have been conducted on them. In this paper, we present the first PAC-Bayesian generalization bounds for KGRL methods. To analyze a broad class of KGRL model…

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