Pedagogical Alignment for Vision-Language-Action Models: A Comprehensive Framework for Data, Architecture, and Evaluation in Education. - Unggi Lee; Jahyun Jeong; Sunyoung Shin; Haeun Park; Jeongsu Moon; Youngchang Song; Jaechang Shim; JaeHwan Lee; Yunju Noh; Seungwon Choi; Ahhyun Kim; TaeHyeon Kim; et al. (CoRR, 2026)

LLMs Are Already Good Tutors: Training-Free Prompt Optimization for Pedagogical Math Tutoring. - Unggi Lee; Minchul Shin; Yeil Jeong; Sookbun Lee; Jeongsu Moon; Kyungtae Joo; Eunjoo Lee; Hoilym Kwon (CoRR, 2026)