Preprint Open access
ConflictGuide: AutoResearch Improves When Competing Behaviors Are Made Visible
When designing machine learning models, desirable properties are often in tension: improving one behavior can impair another, so task progress can depend on alleviating the conflict. LLM-based AutoResearch systems, which iteratively edit model code and retain edits based on scalar task-performance feedback, have largel …