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cs.LG2025
Toward Temporal Causal Representation Learning with Tensor Decomposition
Jianhong Chen, Meng Zhao, Mostafa Reisi Gahrooei +1
Temporal causal representation learning is a powerful tool for uncovering complex patterns in observational studies, which are often represented as low-dimensional time series. How…
stat.ML2025
EFiGP: Eigen-Fourier Physics-Informed Gaussian Process for Inference of Dynamic Systems
Jianhong Chen, Shihao Yang
Parameter estimation and trajectory reconstruction for data-driven dynamical systems governed by ordinary differential equations (ODEs) are essential tasks in fields such as biolog…