2 papers
cs.IT2026
SheafIQ: Sheaf-Theoretic Information Quantification of Vector Fields on Geometric Graphs
Cong Shen, Guancen Lin, Chuan-Shen Hu
Vector fields on graph structures naturally arise in diverse biological and engineered systems, where vector-valued states are defined on the nodes and evolve through the network i…
cs.LG2024
Higher-order Cross-structural Embedding Model for Time Series Analysis
Guancen Lin, Cong Shen, Aijing Lin
Time series analysis has gained significant attention due to its critical applications in diverse fields such as healthcare, finance, and sensor networks. The complexity and non-st…