This repository aggregates academic papers and resources on unifying large language models with structured knowledge graphs. It covers graph foundation model-powered RAG pipelines, graph-constrained reasoning with LLMs, and temporal knowledge graph reasoning. The collection targets researchers and practitioners working at the intersection of NLP and knowledge representation.