Two papers were accepted by KDD 2026 AI4Sciences Track: Salient-Q: A Saliency-Guided Vision-Language Framework for Medical Image De-Identification Completing Multimodal Biomedical Knowledge Graphs with Schema-Aware Modality Imputation and Alignment