Author

Yizheng Sun

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#machine learning Preprint Sep 2026

NeurDuo-EEG: A Long-Sequence EEG Foundation Model with Persistent State and Explicit Memory

Electroencephalography (EEG) is recorded continuously over hours, with relevant dynamics spanning timescales from milliseconds to hours. Most EEG foundation models nevertheless process fixed windows independently, limiting their ability to capture information encoded in long-timescale dynamics. State-space architecture...

Yi-Fan Wang, Hai-Ping Liu, Yang Cui et al. · 0 citations

Review Open access Jul 2026

Foundation models in omics research: a comprehensive survey

This review systematically analyzes the emerging landscape of FMs in omics research, spanning sequence modeling, cell state characterization, and multimodal integration, and proposes a roadmap for the next generation of FMs, advocating for architectures that move beyond statistical correlation to incorporate causal rea...

Haozhe Liu, Wenhao Cai, Yizheng Sun et al. · Briefings in Bioinformatics · 0 citations