Losa-Net: A Localized and Scale-Adaptive Network for Boundary-Sensitive Prediction of Perineural Invasion in 3D MRI. - Youngung Han; Hyunsu Go; Kyeonghun Kim; Induk Um; Junga Kim; Jaewon Jung; Nam-Joon Kim; Woo Kyoung Jeong; Won Jae Lee; Ken Ying-Kai Liao; Pa Hong; Hyuk-Jae Lee (ISBI, 2026)

MMA-Former: Multi-Window Mixture-of-Head Attention Transformer for Adaptive PNI Prediction in 3D MRI. - Youngung Han; Induk Um; Kyeonghun Kim; Junga Kim; Hyunsu Go; Jaewon Jung; Nam-Joon Kim; Woo Kyoung Jeong; Won Jae Lee; Pa Hong; Ken Ying-Kai Liao; Hyuk-Jae Lee (ISBI, 2026)

MAESIL: Masked Autoencoder for Enhanced Self-supervised Medical Image Learning. - Kyeonghun Kim; Hyeonseok Jung; Youngung Han; Junsu Lim; Yeonju Jean; Seongbin Park; Eunseob Choi; Hyunsu Go; Seoyoung Ju; Seohyoung Park; Gyeongmin Kim; MinJu Kwon; et al. (CoRR, 2026)

MATHENA: Mamba-based Architectural Tooth Hierarchical Estimator and Holistic Evaluation Network for Anatomy. - Kyeonghun Kim; Jaehyung Park; Youngung Han; Anna Jung; Seongbin Park; Sumin Lee; Jiwon Yang; Jiyoon Han; Subeen Lee; Junsu Lim; Hyunsu Go; Eunseob Choi; et al. (CoRR, 2026)

NEMESIS: Noise-suppressed Efficient MAE with Enhanced Superpatch Integration Strategy. - Kyeonghun Kim; Hyeonseok Jung; Youngung Han; Hyunsu Go; Eunseob Choi; Seongbin Park; Junsu Lim; Jiwon Yang; Sumin Lee; Insung Hwang; Ken Ying-Kai Liao; Nam-Joon Kim (CoRR, 2026)