EvoGraph-R1: The Knowledge Graph That Edits Itself (CVPR 2026)
Summary
GraphRAG usually treats the knowledge graph as a static file: built offline, queried in one pass, wrong forever. EvoGraph-R1 treats it as a workspace agents edit: retrieve, reason, then write back new nodes, corrected edges, and multimodal hyperedges that keep a chart and the paragraph explaining it in one relation. Every query leaves the graph slightly smarter. Paper: arxiv.org/abs/2607.12764
About this video
GraphRAG usually treats the knowledge graph as a static file: built offline, queried in one pass, wrong forever. EvoGraph-R1 treats it as a workspace agents edit: retrieve, reason, then write back new nodes, corrected edges, and multimodal hyperedges that keep a chart and the paragraph explaining it in one relation. Every query leaves the graph slightly smarter. Paper: arxiv.org/abs/2607.12764