Wenbo Liu

HID-NAS: A Novel Neural Architecture Search Pipeline for High Information Density Data

2025

Neural Architecture Search (NAS) is a core component of automated machine learning, enabling the automatic discovery of task-specific architectures. However, directly employing raw data for NAS faces challenges in terms of large data volume, low …

Smoothing Binary Optimization: A Primal-Dual Perspective

2025 · arXiv (Cornell University)

Binary optimization is a powerful tool for modeling combinatorial problems, yet scalable and theoretically sound solution methods remain elusive. Conventional solvers often rely on heuristic strategies with weak guarantees or struggle with large-scale instances. In …