Labs & Research3 min read
Graph Foundation Models
Zero-shot transfer on graphs has a multimodal blind spot. CHARM offers a fix
CHARM replaces isolated node features with structured graph contexts that capture multimodal semantics and cross-modal relations. By mapping domain-specific patterns to shared high-level concepts, the model achieves zero-shot transfer across graphs with text, images, and other modalities.
2026-08-01