Let CSP Be Your ANCHOR: Adaptive Crystal Search over Frozen Structure Priors

This materials-science paper argues that crystal structure prediction and de novo crystal generation should be handled separately. It treats a crystal structure prediction model as a physical prior improved through likelihood training, while applying rewards and search-history-based novelty evaluation to searches over compositions.