Dependency-Guided Code Generation: Structured Matrix Decomposition and Consistency-Guided Refinement
The increasing complexity of modern software systems has made automated code generation a fundamental task in software engineering. However, existing approaches often fail to adequately capture the intricate, multi-level dependencies among code entities, leading to generated code that is logically incomplete or difficult to integrate into real-world systems. To address this limitation, we propose a dependency-aware code generation framework that explicitly models interactions among code entities through a graph-based representation. We decompose dependencies into two complementary components: a quantized matrix that captures strong, explicit relations, and a sparse low-rank factorization ...
| Authors | Mingqiao Mo, Yangchen Zeng, Zikai Xiao et al. |
|---|---|
| Primary category | cs.SE |
| Published | 18 July 2026 |
| Last updated at source | 27 July 2026 |
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