Sumin Park

5 papers · 2024–2026 · 4 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (10) ❓ The Questioner (2)

Venues

AAAI (2) COLING (1) CVPR (1) ICML (1)

Top co-authors

Noseong Park (3) Jeongwhan Choi (2) Sung-Bae Cho (2) Jean Seo (1) Dongmin Kang (1) Hyowon Wi (1) Chaeyoung Oh (1) Dongjun Jang (1) Suree Kim (1) Jiseung Hong (1)

Research topics

Machine Learning (3) Deep Learning (2) Healthcare & Medicine (2) Architectures (2) Clinical (2) Artificial Intelligence (1) Computer Vision (1) Natural Language Processing (1) Core AI (1) Core Methods (1) Domain-Specific (1) Learning Types (1) Optimization & Theory (1) Understanding (1)

Keywords

message passing (2) named entity recognition (1) dynamic routing (1) medical nlp (1) corpus creation (1) signal propagation (1) graph topology (1) hidden state (1) vision-language model (1) fluorescence microscopy (1) long-range dependency (1) biomedical corpus (1) korean language (1) graph neural network (1) semantic specialization (1) sparse mixture-of-experts (1) expert expansion (1) fractal node (1) focus quality assessment (1) over-squashing (1)

Papers

Are Graph Transformers Necessary? Efficient Long-Range Message Passing with Fractal Nodes in MPNNs AAAI 2026 FluoCLIP: Stain-Aware Focus Quality Assessment in Fluorescence Microscopy CVPR 2026 How Many Experts Are Enough? Towards Optimal Semantic Specialization for Mixture-of-Experts AAAI 2026 Korean Bio-Medical Corpus (KBMC) for Medical Named Entity Recognition COLING 2024 PANDA: Expanded Width-Aware Message Passing Beyond Rewiring ICML 2024