GNN adaptive co-inference paper is accepted by TCAD 2025!

👏 Paper title: ACE-GNN: Adaptive GNN Co-Inference with System-Aware Scheduling in Dynamic Edge Environments. We present ACE-GNN, the first adaptive GNN co-inference framework for dynamic edge environments. It enables rapid runtime scheme optimization and adaptive scheduling between pipeline and data parallelism, coupled with efficient batching and communication middleware, achieving up to 12.7× speedup and 82.3% energy savings. [related project]