Author

Kaiji Zhou

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#artificial intelligence Jul 2026

Agora: Enhancing LLM Agent Reasoning Via Auction-Based Task Allocation

Agora is a framework that uses a confidence-calibrated auction to dynamically allocate tasks to expert models and tools, and treats reasoning steps as tradeable items, which bases allocation on calibrated competence rather than raw confidence.

Kaiji Zhou, A. Leonardis, Yue Feng · arXiv.org · 0 citations