Author

Abdulhamid A. Adebayo

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#artificial intelligence Review Sep 2026

Auditing Agent Actions through Query-Conditioned Attribution

LLM agents increasingly take consequential actions through interactions with users, policies, and external tools. Auditing these agents requires automated attribution of realized actions to their historical basis. However, existing attribution formulations do not provide question-specific traces for diverse auditing ob...

Yi-Fan Liu, Praveen Venkateswaran, Abdulhamid Adebayo et al. · 0 citations

Preprint Aug 2026

VAKRA: Evaluating Multi-Hop Reasoning Across APIs and Retrieval Under Tool-Use Policies

Trace analysis shows failures concentrate at language-mediated reasoning - entity disambiguation, cross-source grounding, rather than tool invocation mechanics, rather than tool invocation mechanics.

Ankita Rajaram Naik, Anupama Murthi, Benjamin Elder et al. · 0 citations