Explore or Confirm? LLM Agents Misallocate Measurements Under Noise.

arXiv:2610.25111v1 Announce Type: new Abstract: As model reasoning gets cheaper, the physical experiment becomes the slow and costly step in discovery. Each experiment returns a noisy reading: a high value can mean a good candidate or a lucky draw. With a fixe