A Closer Look at the Intervention Procedure of Concept Bottleneck Models. - Sungbin Shin; Yohan Jo; Sungsoo Ahn; Namhoon Lee (ICML, 2023)

The Effects of Overparameterization on Sharpness-aware Minimization: An Empirical and Theoretical Analysis. - Sungbin Shin; Dongyeop Lee; Maksym Andriushchenko; Namhoon Lee (CoRR, 2023)

Rethinking Pruning Large Language Models: Benefits and Pitfalls of Reconstruction Error Minimization. - Sungbin Shin; Wonpyo Park; Jaeho Lee 001; Namhoon Lee (EMNLP, 2024)

Critical Influence of Overparameterization on Sharpness-aware Minimization. - Sungbin Shin; Dongyeop Lee; Maksym Andriushchenko; Namhoon Lee (UAI, 2025)