Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
Contrastive Domain Generalization for Cross-Instrument Molecular Identification in Mass Spectrometry
Seunghyun Yoo, Sanghong Kim, Namkyung Yoon +1
Identifying molecules from mass spectrometry (MS) data remains a fundamental challenge due to the semantic gap between physical spectral peaks and underlying chemical structures. E…
cs.LG2026
Conditional Generative Framework with Peak-Aware Attention for Robust Chemical Detection under Interferences
Namkyung Yoon, Sanghong Kim, Hwangnam Kim
Gas chromatography-mass spectrometry (GC-MS) is a widely used analytical method for chemical substance detection, but measurement reliability tends to deteriorate in the presence o…