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...
Han-Yu Gao, Bin Cao, Yun-Yue Su et al.· arXiv.org· 2 citations· ⚡1
Gan Jiang, a self-learning agent for powder X-ray diffraction built on a diffraction-analysis ecosystem the authors developed: XMatcher, XQueryer, XDecomposer and WPEM, demonstrates how an integrated scientific tool ecosystem can support agents that extract structural knowledge from measurements while accumulating vali...
Bin Cao, Hui-Chi Zhou, Ru-Yun Yang et al.· 0 citations
A label‐free contrastive metric that quantifies intrinsic molecular complexity to optimize training pacing and adapt label smoothing to act as a topological buffer, which preserves the search entropy required for complex multi‐path chemical reasoning.
Tian-Hao Su, Xi-Tao Wang, Mu-Sen Li et al.· Advancement of science· 0 citations
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