Ao Zhou

Commutativity-guaranteed Docker Image Reconstruction towards Effective Layer Sharing

2022 · Proceedings of the ACM Web Conference 2022

Owing to the benefit of light weight, containers have become a promising enabler for cloud native computing. Container images composed of applications and dependencies support flexible service deployment and migration. Rapid adoption and integration of …

GNNavigator: Towards Adaptive Training of Graph Neural Networks via Automatic Guideline Exploration

2024

Graph Neural Networks (GNNs) succeed significantly in many applications recently. However, balancing GNNs training runtime cost, memory consumption, and attainable accuracy for various applications is non-trivial. Previous training methodologies suffer from inferior adaptability and lack …