DAAF: From Failure Localization to Editable System Assets in LLM Agents
The Detection-Aware Attribution Framework is proposed, which learns the effects of valid attribute replacements and amortizes this intervention evidence into deployment-time diagnosis, and shows that intervention-grounded attribute attribution can connect failure localization to executable system repair.
Xiao-Yang Yuan, Qi Liu, Yu-Bin Ruan et al.
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