Enhancing Security Insights with KnowGen-RAG: Combining Knowledge Graphs, LLMs, and Multimodal Interpretability. - Arnav Nishith Sharma; Khandakar Ashrafi Akbar; Bhavani Thuraisingham; Latifur Khan (IWSPA@CODASPY, 2025)