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Zimin Wang

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#artificial intelligence Preprint Aug 2026

AERA: Adaptive Evidence Residual Allocation for Efficient Test-Time Reasoning

The results suggest that adaptive reasoning should estimate the future value of computation rather than equating present confidence with correctness, and introduce Adaptive Evidence Residual Allocation (AERA), a sequential controller that learns whether additional computation is likely to recover a better answer from c...

Zimin Wang, I. Tsang, Hang-Wei Qian · 0 citations

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