Binning as a Pretext Task: Improving Self-Supervised Learning in Tabular Domains. - Kyungeun Lee; Ye Seul Sim; Hye-Seung Cho; Moonjung Eo; Suhee Yoon; Sanghyu Yoon; Woohyung Lim (ICML, 2024)

Representation Space Augmentation for Effective Self-Supervised Learning on Tabular Data. - Moonjung Eo; Kyungeun Lee; Hye-Seung Cho; Dongmin Kim; Ye Seul Sim; Woohyung Lim (AAAI, 2025)

Diffusion-based Semantic Outlier Generation via Nuisance Awareness for Out-of-Distribution Detection. - Suhee Yoon; Sanghyu Yoon; Ye Seul Sim; Sungik Choi; Kyungeun Lee; Hye-Seung Cho; Hankook Lee; Woohyung Lim (AAAI, 2025)

MultiTab: A Comprehensive Benchmark Suite for Multi-Dimensional Evaluation in Tabular Domains. - Kyungeun Lee; Moonjung Eo; Hye-Seung Cho; Dongmin Kim; Ye Seul Sim; Seoyoon Kim; Min-Kook Suh; Woohyung Lim (CoRR, 2025)