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College of Computer and Information Engineering, Guizhou University of Commerce, Guiyang 550014, China
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A query optimization framework that integrates a Graph Transformer with the model-based reinforcement learning (RL) algorithm MuZero, which converts SQL queries into heterogeneous graphs containing tables, predicates, and join operators and demonstrates its practical effectiveness and scientific value for building high-performance, adaptive intelligent database systems.