2 papers
cs.IR2026
Global-local Spatial-temporal Aware Graph Attention Network for Network Traffic Forecasting
Jinming Xing, Guoheng Sun, Hui Sun +4
Spatial-temporal network traffic forecasting is a challenging task due to the complex spatial relationships and dynamic temporal patterns present in each node. Traditional regressi…
cs.LG2025
UnCLe: Towards Scalable Dynamic Causal Discovery in Non-linear Temporal Systems
Tingzhu Bi, Yicheng Pan, Xinrui Jiang +3
Uncovering cause-effect relationships from observational time series is fundamental to understanding complex systems. While many methods infer static causal graphs, real-world syst…