Erhard Rahm

Stop guessing which KG integration pipeline works best – KGI-Bench offers a standardized way to measure coverage, correctness, and consistency.

By injecting physics-based heat transfer principles into graph neural diffusion, PiGRAND achieves significantly higher accuracy and efficiency in 3D printing thermal predictions than standard GNNs or PINNs.