This repository provides a curated list of academic papers that examine the integration of knowledge graphs (KGs) and large language models (LLMs). It addresses bidirectional relationships between the two domains, including how LLMs can enhance KG construction and how structured knowledge can improve LLM reasoning. The collection serves as a survey resource for researchers interested in KG-LLM synergy, organized with topic tags and linked to associated code repositories.