Understanding and Reducing Metadata-Driven Host Overheads in Sampling-Based GNN Training

Yidong Gong, Saima Afrin, Yuchen Ma +3

Modern deep learning workloads increasingly exhibit dynamic, metadata-driven execution, where runtime-generated information determines memory provisioning and kernel launch decisio…