2 papers
eess.SP2026
Topological Kalman Filtering on Cell Complexes
Chengen Liu, Rohan Money, Ting Gao +3
Inferring latent dynamics from multivariate time-series defined over topological cell complexes is crucial for capturing the complex, higher-order interactions inherent in real-wor…
cs.LG2025
GKNet: Graph Kalman Filtering and Model Inference via Model-based Deep Learning
Mohammad Sabbaqi, Riccardo Taormina, Elvin Isufi
Inference tasks with time series over graphs are of importance in applications such as urban water networks, economics, and networked neuroscience. Addressing these tasks typically…