AI RESEARCH

XDecomposer: Learning Prior-Free Set Decomposition for Multiphase X-ray Diffraction

arXiv CS.AI

ArXi:2605.05866v1 Announce Type: new Multiphase powder X-ray diffraction (PXRD) analysis remains a fundamental bottleneck in structure identification, as real-world synthesis often produces complex mixtures whose constituent phases (components) cannot be reliably disentangled. While recent advances in representation-based crystal retrieval and generation suggest the possibility of inferring structures directly from PXRD, existing approaches largely assume single-phase inputs and break down in multiphase settings.