← Search

Panqi Chen

2 accepted papers

2025

Functional Complexity-adaptive Temporal Tensor Decomposition

NeurIPS 2025poster

Tensor decomposition is a fundamental tool for analyzing multi-dimensional data by learning low-rank factors to represent high-order interactions. While recent works on temporal tensor decomposition have made significant progress by incorporating continuous timestamps in latent factors, they still s…

Cited by 0SourceScholar
2025

Generating Full-field Evolution of Physical Dynamics from Irregular Sparse Observations

NeurIPS 2025poster

Modeling and reconstructing multidimensional physical dynamics from sparse and off-grid observations presents a fundamental challenge in scientific research. Recently, diffusion-based generative modeling shows promising potential for physical simulation. However, current approaches typically operate…

Cited by 0SourceScholar