3 papers
cs.LG2026
Geometry-Adaptive Explainer for Faithful Dictionary-Based Interpretability under Distribution Shift
Sungjun Lim, Heedong Kim, Andrew Lee +1
Mechanistic interpretability aims to explain a model's behavior by identifying causally responsible internal structures. Dictionary-based explainers such as sparse autoencoders and…
cs.CV2025
Local Representative Token Guided Merging for Text-to-Image Generation
Min-Jeong Lee, Hee-Dong Kim, Seong-Whan Lee
Stable diffusion is an outstanding image generation model for text-to-image, but its time-consuming generation process remains a challenge due to the quadratic complexity of attent…
eess.SP2023
Pioneering EEG Motor Imagery Classification Through Counterfactual Analysis
Kang Yin, Hye-Bin Shin, Hee-Dong Kim +1
The application of counterfactual explanation (CE) techniques in the realm of electroencephalography (EEG) classification has been relatively infrequent in contemporary research. I…