GraphRAG Grows Up: Benchmarks, Robustness and the Poisoning-Attack Frontier
GraphRAG left "can it work?" and entered "can you trust it?": benchmarks, robustness to knowledge poisoning, and attacks now hitting graphs.
AI, XR, DevOps, graph theory, knowledge graphs, and digital sovereignty. Deep dives, tutorials, and analysis from across the GraphWiz knowledge base.
GraphRAG left "can it work?" and entered "can you trust it?": benchmarks, robustness to knowledge poisoning, and attacks now hitting graphs.
Agentic GraphRAG is the fastest-moving corner of graph research in 2026. This article breaks down the pattern taxonomy — tool-calling, RL-trained…
Graph foundation models are 2026's most visible graph-ML story: one pretrained model reasoning over any graph, and what it promises production.
A practical comparison of GraphQL and SPARQL as query layers over knowledge graphs — data model differences, transitive closure gaps, federation…
Multimodal knowledge graphs add images, audio, 3D and spatiotemporal structure: construction, MLLM-guided completion, multimodal GraphRAG, and benchmarks.
Graph query languages are the fastest-growing — and thinnest — research cell: the 2026 GQL wave, NL2GQL, expressive power, query layer as product surface.