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arxiv_cs_lg · Oct 20, 2026 · paper

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Rewards for Budget-Aware Multi-Turn Agents That Adapt to Arbitrary Test-Time Constraints

arxiv.orgOct 20, 2026
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In brief

Large language model agents are often given an inference budget and asked to maximise success within it. A multi-turn agent has to allocate this budget across many environment interactions. An external harness can enf...

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Rewards for Budget-Aware Multi-Turn Agents That Adapt to Arbitrary Test-Time Constraints

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