Hongyi Zhou

Robust Intelligent Computing for HPC Capacity Management: A Prediction-to-Operations Framework under Distribution Shift

Accurate job runtime prediction is essential for effective resource management in high-performance computing (HPC) systems. However, user-provided walltime estimates are often unreliable, and the operational costs of prediction errors are asymmetric. This paper proposes a robust intelligent computing framework that con...