Author

Ryan Turner

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#artificial intelligence Review Oct 2026

CIVER: Causal Intervention Verification for Reliable Code Review

CIVER is proposed, a causal intervention-based framework that identifies the core issues underlying code-review findings and distinguishes genuine defects from false positives and generalizes across repositories and improves coding agents' success rates, highlighting its effectiveness for reliable automated code review...

Xin-Yuan Song, H. Haque, Jay Somasundaram et al. · 0 citations

#artificial intelligence Review Oct 2026

Skill Dreaming: Evolving Repository Skills through Pull Request Streams

Skill Dreaming provides an end-to-end workflow for applying learned skills to repository changes and incorporating subsequent PR outcomes into future skill updates, by integrating PR analysis, skill management, code execution, and continuous integration.

Xin-Yuan Song, H. Haque, Jay Somasundaram et al. · 0 citations