Beneath the Diff: Diagnosing and Mitigating Algorithmic Mode Collapse in Code-Level Autonomous Research Loops
A new arXiv preprint (2609.00077v1) diagnoses a failure mode called algorithmic mode collapse in code-level autonomous research loops (ARLs), where LLM agents repeatedly propose the same algorithmic c…