#structural-substrate News & Analysis

Graph is a Substrate Across Data Modalities

Researchers propose G-Substrate, a novel graph framework that treats graph structures as persistent substrates across multiple data modalities and tasks rather than isolated, task-specific constructs. The approach uses unified structural schemas and role-based training to enable graph representations to accumulate knowledge across heterogeneous domains, demonstrating superior performance compared to traditional isolated and multi-task learning methods.