Author

Pan Xiao

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Open access Sep 2026

Taming dimensionality in big neuroimaging data: Efficient orthonormal projective NMF via stochastic learning and data compression

A stochastic optimization strategy that processes mini-batches of the data, substantially improving scalability and accelerating computation through random data compression and leverage repulsive point processes to diversify mini-batches, reducing redundancy and the variance of updates is introduced.

Abdalla Bani, Min-Ha Sung, Thomas W Earnest et al. · Imaging neuroscience · 0 citations

Review Jul 2026

MedPMC: A Systematic Framework for Scaling High-Fidelity Medical Multimodal Data for Foundation Models

MedPMC, an automated, continuously updatable framework that transforms permissively licensed literature into high-fidelity infrastructure for medical multimodal models, is introduced and publicly release the framework, corpus, benchmarks, and pretrained models.

Hyunjae Kim, Dain Kim, Pan Xiao et al. · arXiv.org · 0 citations