3 papers
cs.LG2025
Not All Instances Are Equally Valuable: Towards Influence-Weighted Dataset Distillation
Qiyan Deng, Changqian Zheng, Lianpeng Qiao +3
Dataset distillation condenses large datasets into synthetic subsets, achieving performance comparable to training on the full dataset while substantially reducing storage and comp…
cs.DB2025
Graph-Based Feature Augmentation for Predictive Tasks on Relational Datasets
Lianpeng Qiao, Ziqi Cao, Kaiyu Feng +2
Data has become a foundational asset driving innovation across domains such as finance, healthcare, and e-commerce. In these areas, predictive modeling over relational tables is co…
cs.CV2025
LAVA: Language Driven Scalable and Versatile Traffic Video Analytics
Yanrui Yu, Tianfei Zhou, Jiaxin Sun +4
In modern urban environments, camera networks generate massive amounts of operational footage -- reaching petabytes each day -- making scalable video analytics essential for effici…