2 papers
cs.LG2026
P-K-GCN: Physics-augmented Koopman-enhanced Graph Convolutional Network for Deep Spatiotemporal Super-resolution
Xizhuo, Zhang, Zekai Wang +2
High-fidelity simulation of spatiotemporal dynamics is computationally prohibitive, necessitating efficient super-resolution techniques to reconstruct high-resolution data from coa…
stat.ML2025
Geometry-aware Active Learning of Spatiotemporal Dynamic Systems
Xizhuo Zhang, Bing Yao
Rapid developments in advanced sensing and imaging have significantly enhanced information visibility, opening opportunities for predictive modeling of complex dynamic systems. How…