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Hyeongrok Han

3 accepted papers

2026

MobileKGQA: On-Device KGQA System on Dynamic Mobile Environments

ICLR 2026poster

Developing a mobile system capable of generating responses based on stored user data is a crucial challenge. Since user data is stored in the form of Knowledge Graphs, the field of knowledge graph question answering (KGQA) presents a promising avenue towards addressing this problem. However, existin…

Cited by 0SourceScholar
2026

Time-Conditioned Foreseeing: An EHR-Specific Foundation Model for Irregular Dynamics and Calendrical Time

ICML 2026poster

Electronic Health Records (EHRs) possess unique characteristics distinct from natural language, yet existing EHR foundation models often rely on suboptimal NLP-based approaches. We propose a pretraining method tailored to EHRs' distinct features. First, we introduce Pathology-Focused Binning, a dens…

Cited by 0SourceScholar
2023

On the Impact of Knowledge Distillation for Model Interpretability

ICML 2023poster

Several recent studies have elucidated why knowledge distillation (KD) improves model performance. However, few have researched the other advantages of KD in addition to its improving model performance. In this study, we have attempted to show that KD enhances the interpretability as well as the acc…