(PAKDD 2026) Estimating Subgraph Importance with Structural Prior Domain Knowledge | 🔗
(The camera-ready manuscript will be available soon.)
Changhyun Kim, Seunghwan An, and Jong-June Jeon* (Co-first authors)
30th Pacific-Asia Conference on Knowledge Discovery and Data Mining 

(PAKDD 2026) DrIM: Context-Driven Nearest Neighbor Imputation using Language Representation | 🔗
(The camera-ready manuscript and will be available soon.)
Jaesung Lim, Seunghwan An, and Jong-June Jeon*
30th Pacific-Asia Conference on Knowledge Discovery and Data Mining 

(AAAI 2026) Impute Missing Entries with Uncertainty | 🔗
(The camera-ready manuscript will be available soon.)
Jaesung Lim, Seunghwan An, and Jong-June Jeon* (Co-first authors)
40th Annual AAAI Conference on Artificial Intelligence

(AAAI 2025) Masked Language Modeling Becomes Conditional Density Estimation for Tabular Data Synthesis | 🔗
Seunghwan An, Gyeongdong Woo, Jaesung Lim, ChangHyun Kim, Sungchul Hong, and Jong-June Jeon*
39th Annual AAAI Conference on Artificial Intelligence

(CIKM 2024) Cryptocurrency Price Forecasting using Variational Autoencoder with Versatile Quantile Modeling | 🔗
Sungchul Hong, Seunghwan An, and Jong-June Jeon* (Co-first authors)
33rd ACM International Conference on Information and Knowledge Management 

(NeurIPS 2023) Distributional learning of variational autoencoder: application to synthetic data generation | 🔗
Seunghwan An and Jong-June Jeon*
Thirty-Seventh Annual Conference on Neural Information Processing Systems 

(ECAI 2023) Causally disentangled generative variational autoencoder | 🔗
Seunghwan An, Kyungwoo Song, and Jong-June Jeon*
European Conference on Artificial Intelligence 2023 

Variational AutoEncoder for Distributional Learning via Quantile Function Estimation
Seunghwan An, Sungchul Hong, and Jong-June Jeon*
Neural Networks (2025)

Improving SMOTE via Fusing Conditional VAE for Data-adaptive Noise Filtering
Sungchul Hong, Seunghwan An, and Jong-June Jeon*
Applied Intelligence (2025)

Customization of latent space in semi-supervised Variational AutoEncoder | 🔗
Seunghwan An and Jong-June Jeon*
Pattern Recognition Letters (2024)