This repository compiles academic papers covering two research directions: KG-driven Multi-Modal learning where knowledge graphs support multi-modal tasks, and Multi-Modal Knowledge Graphs extending KG research into the multi-modal realm. It includes papers on entity alignment, linking, embeddings, visual question answering, cross-modal retrieval, and hallucination detection in MLLMs.