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Priyanka Aryal

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Preprint Aug 2026

DeltaML-Bench: Evaluating Machine Learning Agents on Real-World Research Repositories

DeltaML-Bench is introduced, a benchmark comprising 48 tasks sourced from research papers that require agents to improve published baselines within imperfect, open-source repositories that indicates that scaffolding design and integrity checks are important considerations when deploying agents for autonomous ML experim...

Josias Moukpe, Priyanka Aryal, M. Kenney · 2 citations · ⚡1

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