Tao Deng

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 …

Data Skeleton Learning: Scalable Active Clustering with Sparse Graph Structures

2025 · arXiv (Cornell University)

In this work, we focus on the efficiency and scalability of pairwise constraint-based active clustering, crucial for processing large-scale data in applications such as data mining, knowledge annotation, and AI model pre-training. Our goals are …