11 citations · 15 across the 12 of their papers we have counts for
3 papers · 1 filter
StreamTGN: A GPU-Efficient Serving System for Streaming Temporal Graph Neural Networks
Lingling Zhang, Pengpeng Qiao, Zhiwei Zhang +2
Temporal Graph Neural Networks (TGNs) achieve state-of-the-art performance on dynamic graph tasks, yet existing systems focus exclusively on accelerating training -- at inference t…
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…
Multivariate Time Series Cleaning under Speed Constraints
Aoqian Zhang, Zexue Wu, Yifeng Gong +2
Errors are common in time series due to unreliable sensor measurements. Existing methods focus on univariate data but do not utilize the correlation between dimensions. Cleaning ea…