Author

Ting Zhang

2 papers indexed here

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Preprint Aug 2026

TRACE: Retrospective Streaming Generation of Physical Fields under Sparse Structured Sensing

Reconstructing continuous physical fields from sparse measurements is central to scientific monitoring, inverse modeling, and digital-twin construction. Generative reconstruction has recently emerged as a promising paradigm for this task by learning data-driven physical priors that complete plausible full fields from l...

Xin-Yu Zhang, Li-Hao Chen, Panqi Chen et al. · 0 citations

#machine learning Preprint Sep 2026

HarmoCore: Functional Latent Diffusion for Sparse Reconstruction of Oscillatory Wave Fields

HarmoCore is proposed, which places a generative prior in a compact, continuous, and structured wave-field latent, and learns a frequency-conditioned core diffusion prior, and performs Diffusion Posterior Sampling directly in core space.

Li-Hao Chen, Xin-Yu Zhang, Panqi Chen et al. · 0 citations