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Beneath the Diff: Diagnosing and Mitigating Algorithmic Mode Collapse in Code-Level Autonomous Research Loops

arXiv cs.CL ↗ · 2026-09-02 Cached

This paper diagnoses algorithmic mode collapse in code-level autonomous research loops and proposes Diversity-Aware Proposal Sampling (DAPS) as a lightweight mitigation to preserve semantic diversity and improve generalization.

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