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Zhaowu Li

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#machine learning Preprint Sep 2026

Full-Model Optimality for Tunable Linear Generative Priors in Compressed Sensing

It is proved that in noiseless Gaussian compressed sensing, the full-dimensional linear prior attains the minimum expected reconstruction error over the entire family of linear priors, indicating that the experimental benefits of tunability in compressed sensing with neural network priors arises due to nonlinearities i...

Zhaowu Li, Paul Hand · 0 citations
Open access Jul 2026

Aligned and realistic latent diffusion for text-to-motion generation

Text-to-motion generation aims to synthesize semantically consistent and naturally coherent motion sequences from natural language descriptions. Given the continuous nature of human motion, diffusion models operating in a continuous latent space offer inherent advantages over vector quantization-based methods, particul...

Zhaowu Li, Rui Liu, Deheng Zhu et al. · 0 citations

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