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Jinglai Li

2 papers indexed

arxiveess.IVcs.LGmath.OC2026-07-16

Domain Adaptation of Mismatched Proximal Denoiser for Plug-and-Play Image Reconstruction

Guixian Xu, Jinglai Li, Junqi Tang

Plug-and-play proximal gradient descent (PnP-PGD) enables flexible image reconstruction by using denoisers as implicit priors. In practice, these denoisers are often deployed outside their training domains. Existing analyses establish convergence under structural assumptions on t…

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arxivstat.MEmath.OCmath.STstat.ML2026-06-29

Exponential-Family Tensor Completion via Nonconvex Dual Total-Variation Regularization

Wenfei Cao, Yang Chen, Qibin Zhao, Jinglai Li, Andrzej Cichocki

With the emergence of various tensor data, tensor completion from partial measurements has attracted widespread attention in data science and signal processing. Total Variation (TV) has been widely used as an effective regularization technique for tensor completion; however, theo…

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