Jongwoo Kim

Jongwoo Kim

he/him

AI researcher at KAIST, focusing on machine learning, multimodal models, and generative AI.

Publications

Under Review (Preprints)
UNDER REVIEW World Model Vision
Cross-Scale Latent Predictive Pretraining for Whole-Slide Image.
Jongwoo Kim, Willmer Rafell Quinones Robles, Bryan Wong, Mun Yi.
Preprint, 2026
UNDER REVIEW Graph
Decoupled Graph Experts for Robust Multimodal Learning with Missing Modalities.
Chanjae Song, Jongwoo Kim, 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 Vision
Leveraging Spatial Context for Positive Pair Sampling in Histopathology Image Representation Learning.
Willmer Rafell Quinones Robles, Sakonporn Noree, Jongwoo Kim, YoungSin Ko, Bryan Wong, Mun Yi.
Preprint, 2026
Conferences
2026
CIKM World Model Recommendation
Knowledge World Model for Learning Path Recommendation.
Jongwoo Kim, Seongyeub Chu, Jeongwhan Choi, Jiwon Jeong Mun Yi.
Conference on Information and Knowledge Management (CIKM), 2026
ACL FINDINGS NLP
FeedEval: Pedagogically Aligned Evaluation of LLM-Generated Essay Feedback.
Seongyeub Chu, Jongwoo Kim, Mun Yi.
The Association for Computational Linguistics (ACL Findings), 2026
ICLR Graph
Learning Posterior Predictive Distributions for Node Classification from Synthetic Graph Priors.
Jeongwhan Choi†, Jongwoo Kim†, Woosung Kang, Noseong Park.
International Conference on Learning Representations, 2026
2025
NEURIPS Vision NLP
Few-Shot Learning from Gigapixel Images via Hierarchical Vision-Language Alignment and Modeling.
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.
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.
Jongwoo Kim, Seongyeub Chu, Hyeongmin Park, Bryan Wong, Keejun Han, Mun Yi.
Conference on Information and Knowledge Management (CIKM), 2025
ACM SIGSPATIAL Vision
A Novel Evaluation Framework for 15-Minute City Using Satellite Imagery.
ChanJae Song†, Seongyeub Chu†, Jongwoo Kim†, Mun Yi.
ACM SIGSPATIAL, 2025
MICCAI Vision Graph
MicroMIL: Graph-Based Multiple Instance Learning for Context-Aware Diagnosis with Microscopic Images.
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.
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.
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.
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 Microscopic Images for Patient Cancer Diagnosis.
Jongwoo Kim, Minkyu Jeong, Hyeongmin Park, Mun Yi.
IEEE International Symposium on Biomedical Imaging (ISBI), 2024
📚 Journals
2023
TFSC
How to succeed in the market? Predicting startup success using a machine learning approach.
Jongwoo Kim, Hongil Kim, Youngjung Geum.
Technological Forecasting & Social Change (TFSC), 2023 (IF=13.3)
📚 Preprint
PREPRINT Recommendation Graph
AMR: Aspect-Aware MOOC Recommendation in a Heterogeneous Network.
Seongyeub Chu, Jongwoo Kim, Mun Yi.
Preprint, 2026
PREPRINT Graph
Can TabPFN Compete with GNNs for Node Classification via Graph Tabularization?
Jeongwhan Choi, Woosung Kang, Minseo Kim, Jongwoo Kim, Noseong Park.
Preprint, 2025
PREPRINT Recommendation
RFMRec: Enhancing Personal Recommendation Using Public Trend Captured via RFM.
Jongwoo Kim, Seongyeub Chu, Mun Yi.
Preprint, 2025