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cs.SE2026
CAMGen: A Core Change-Aware Multi-View Framework for Commit Message Generation
Bo Xiong, Weisheng Chen, Zongen Ren +5
Commit messages help developers understand code changes and support software maintenance. Recent approaches use repository context to improve commit message generation (CMG) with l…
cs.SE2026
FeatLens: Feature-Guided Dynamic Code Graph Construction and Retrieval for Repository-Level Code Generation
Xutian Li, Bo Xiong, Yifeng Zhu +6
Recent code generation research has moved from isolated function completion toward repository-level generation in existing codebases. To implement a target function correctly, an L…
cs.SE2026
LLM-Enhanced Commit Message Generation via Issue Information: An Exploratory Study
Zongen Ren, Wei Shi, Bo Xiong +2
Commit messages help developers understand code changes, support collaboration, and improve long-term maintenance. However, the use of issue information alone as the external conte…