Publications

Under Review (Preprints)

Under Review recommendation

Knowledge World Model for Learning Path Recommendation.

Jongwoo Kim, Seongyeub Chu,Jeongwhan Choi, Jiwon Jeong Mun Yi.

Preprint, 2026

Under Review Graph

GraPE: Graph Prompt Tuning via Mixture of Experts Approach.

Jongwoo Kim, Jeongwhan Choi, Seongyeub Chu, Noseong Park, Mun Yi.

Preprint, 2026

Under Review NLP

FeedEval: Pedagogically Aligned Evaluation of LLM-Generated Essay Feedback.

Seongyeub Chu, Jongwoo Kim, Mun Yi.

Preprint, 2026

Under Review Vision

Leveraging Spatial Context for Positive Pair Sampling in Histopathology Image Representation Learning. [arXiv]

Willmer Rafell Quinones Robles, Sakonporn Noree, Jongwoo Kim, YoungSin Ko, Bryan Wong, Mun Yi.

Preprint, 2026

Under Review Recommendation

AMR: Aspect-Aware Mooc Recommendation in a Heterogeneous View.

Seongyeub Chu, Jongwoo Kim, Mun Yi.

Preprint, 2026

Under Review Graph

Can TabPFN Compete GNNs for Node Classification Using Positional and Structural Features?

Jeongwhan Choi, Minseo Kim, Jongwoo Kim, Woosung Kang, Noseong Park.

Preprint, 2025

Under Review Recommendation

RFMRec: Enhancing Personal Recommendation Using Public Trend Captured via RFM. [Link]

Jongwoo Kim, Seongyeub Chu, Mun Yi.

Preprint, 2025

Conferences

2026

ICLR Graph

Learning Posterior Predictive Distributions for Node Classification from Synthetic Graph Priors. [PDF]

Jeongwhan Choi†, Jongwoo Kim†, Woosung Kang, Noseong Park.

International Conference on Learning Representations, 2026

2025

NeurIPS Multimodal

Few-Shot Learning from Gigapixel Images via Hierarchical Vision-Language Alignment and Modeling. [PDF]

Bryan Wong†, Jongwoo Kim†, Huazhu Fu, Mun Yi.

Neural Information Processing Systems (NeurIPS), 2025

EMNLP Findings NLP

Not All Options Are Created Equal: Textual Option Weighting for Token-Efficient LLM-Based Knowledge Tracing. [PDF]

Jongwoo Kim†, Seongyeub Chu†, Bryan Wong, Mun Yi.

Empirical Methods in Natural Language Processing (EMNLP Findings), 2025

CIKM Graph

Leveraging Multi-facet Paths for Heterogeneous Graph Representation Learning. [PDF]

Jongwoo Kim, Seongyeub Chu, Hyeongmin Park, Bryan Wong, Keejun Han, Mun Yi.

Conference on Information and Knowledge Management (CIKM), 2025

SIGSPATIAL Vision

A Novel Evaluation Framework for 15-Minute City Using Satellite Imagery. [Link]

ChanJae Song†, Seongyeub Chu†, Jongwoo Kim†, Mun Yi.

ACM SIGSPATIAL, 2025

MICCAI Vision

MicroMIL: Graph-Based Multiple Instance Learning for Context-Aware Diagnosis with Microscopic Images. [PDF]

Jongwoo Kim†, Bryan Wong†, Huazhu Fu, Willmer Rafell Quiñones Robles, Mun Yi.

Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025

NAACL Findings NLP

Rationale Behind Essay Scores: Enhancing S-LLM's Multi-Trait Essay Scoring with Rationale Generated by LLMs. [PDF]

Seongyeub Chu†, Jongwoo Kim†, Bryan Wong, Mun Yi.

North American Chapter of ACL (NAACL Findings), 2025

CHI (Oral) NLP

Think Together and Work Better: Combining Humans' and LLMs' Think-Aloud Outcomes for Effective Text Evaluation. [PDF]

Seongyeub Chu†, Jongwoo Kim†, Mun Yi.

Conference on Human Factors in Computing Systems (CHI, Oral), 2025

WACV (Oral) Vision

Uncertainty-based Data-wise Label Smoothing for Calibrating Multiple Instance Learning in Histopathology Image. [PDF]

Hyeongmin Park, Sungrae Hong, Chanjae Song, Jongwoo Kim, Mun Yi.

IEEE/CVF Winter Conference on Applications of Computer Vision (WACV, Oral), 2025

2024

ISBI Vision

Leveraging Spatial Relationships in Microscope for Patient Cancer Diagnosis. [PDF]

Jongwoo Kim, Minkyu Jeong, Hyeongmin Park, Mun Yi.

IEEE International Symposium on Biomedical Imaging (ISBI), 2024

📚 Journals

2023

TFSC Data

How to succeed in the market? Predicting startup success using a machine learning approach. [PDF]

Jongwoo Kim, Hongil Kim, Youngjung Geum.

Technological Forecasting & Social Change (TFSC), 2023 (IF=13.3)