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

Author

Luca Buratti

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#artificial intelligence Jun 2025

Understanding Automated Program Repair Agents Through the Lens of Traceability: An Empirical Study

This study traces the full decision-making pipelines of the 5 APR agents across 500 real-world repair tasks, from issue description to patch validation, and reveals that, while agents excel at simple fixes, they struggle with logic-intensive bugs.

Ira Ceka, Saurabh Pujar, Shyam Ramji et al. · 0 citations · ⚡1
Jul 2026

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair

The first empirical study of attention patterns in LLM-based program repair is presented, providing interpretable insights into how models process bug reports and where their attention is concentrated during repair, and indicates that stronger alignment between model attention and developer-identified key sections and...

Ramtin Ehsani, Irene Manotas, Saurabh Pujar et al. · 0 citations

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