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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Zikai Xiao

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Jul 2026

Dependency-Guided Code Generation: Structured Matrix Decomposition and Consistency-Guided Refinement

This work proposes a dependency-aware code generation framework that explicitly models interactions among code entities through a graph-based representation, and introduces a sparse triplet representation for strong dependencies, significantly improving storage efficiency and computational scalability.

Ming-Qiao Mo, Yangcheng Zeng, Zikai Xiao et al. · 0 citations

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