2 papers
cs.LG2026
DeMa: Dual-Path Delay-Aware Mamba for Efficient Multivariate Time Series Analysis
Rui An, Haohao Qu, Wenqi Fan +2
Accurate and efficient multivariate time series (MTS) analysis is increasingly critical for a wide range of intelligent applications. Within this realm, Transformers have emerged a…
cs.LG2024
Detecting Anomalies in Dynamic Graphs via Memory enhanced Normality
Jie Liu, Xuequn Shang, Xiaolin Han +2
Anomaly detection in dynamic graphs presents a significant challenge due to the temporal evolution of graph structures and attributes. The conventional approaches that tackle this…