Budget-Aware LLM Discovery via Cost-Calibrated Frontier Utility.

arXiv:2607.26828v4 Announce Type: replace-cross Abstract: Large language models increasingly support scientific and algorithmic discovery through inference-time search over evaluated candidates. Existing adaptive discovery controllers assign credit based only