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Mengchu Xu

2 accepted papers

2024

Exponential Spectral Pursuit: An Effective Initialization Method for Sparse Phase Retrieval

ICML 2024poster

Sparse phase retrieval aims to reconstruct an $n$-dimensional $k$-sparse signal from its phaseless measurements. For most of the existing reconstruction algorithms, their sampling complexity is known to be dominated by the initialization stage. In this paper, in order to improve the sampling complex…

Cited by 3SourcePDFScholar
2022

Uncertainty Modeling in Generative Compressed Sensing

ICML 2022spotlight

Compressed sensing (CS) aims to recover a high-dimensional signal with structural priors from its low-dimensional linear measurements. Inspired by the huge success of deep neural networks in modeling the priors of natural signals, generative neural networks have been recently used to replace the han…