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News/Rewards for Budget-Aware Multi-Turn Agents That Adapt to Arbitrary Test-Time Constraints
arxiv
PublishedOctober 21, 2026 at 4:00 AM

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

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arXiv:2610.28409v1 Announce Type: cross Abstract: 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 enforce the budget, but it remains u

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