π-SPECFormer: A Mass Spectrometry-based Foundation Model for Decoding the Dark Proteome
T. Ling, T. Liu, F. Xu, Y. Zhang, J. Xia, X. Huang, S. Chen, L. Xie, R. Xu, T. Yang, K. Li, G. Wang, Z. Liang, J. Zhu, S. Z. Li, , Cheng Chang
This paper introduces π-SPECFormer, a foundation model for mass spectrometry-based proteomics that decodes the dark proteome by pre-training on unannotated spectra and outperforms baselines in peptide sequencing and modification detection.
bioRxiv · Nov 9, 2026 · PreprintBioinformatics