Author

Pan-Long Liu

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#machine learning Preprint Sep 2026

Transferable Mass Spectrum Prediction via Reference-Guided Test-time Specialization

SPARC is introduced, a retrieval-guided test-time specialization framework that adapts a pretrained predictor using a spectral reference library without accessing test-query spectra to selectively preserve trustworthy predictions during continual specialization.

Yun-Yan Zhong, Run-Ting Li, Yi-Fan Li et al. · 0 citations

Preprint Aug 2026

Simulation-to-real transfer learning for infrared spectroscopic chemical sensing and analysis from molecules to complex samples

UltraIR is introduced, a foundation model for IR spectroscopy with more than 100 million parameters that enables simulation-to-real transfer learning for chemical sensing and analysis from molecules to complex samples and outperforms conventional machine-learning and task-specific deep-learning baselines.

Yu-Sen Tan, Yixuan Chen, Zheng Fang et al. · 0 citations