Which Self-Improvements Should We Trust? Reliable Self-Improvement When Agents Reuse Their Benchmarks.

arXiv:2609.33180v2 Announce Type: replace-cross Abstract: As recursive self-improvement (RSI) rapidly advances, reliable evaluation becomes critical for guiding adaptive search. RSI typically relies on finite evaluation resources, such as fixed benchmarks, to