2 papers
cs.CV2026
Stake the Points: Structure-Faithful Instance Unlearning
Kiseong Hong, JungKyoo Shin, Eunwoo Kim
Machine unlearning (MU) addresses privacy risks in pretrained models. The main goal of MU is to remove the influence of designated data while preserving the utility of retained kno…
cs.LG2025
Generative Modeling of Class Probability for Multi-Modal Representation Learning
Jungkyoo Shin, Bumsoo Kim, Eunwoo Kim
Multi-modal understanding plays a crucial role in artificial intelligence by enabling models to jointly interpret inputs from different modalities. However, conventional approaches…