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cs.AI2026

CIPHER: A Decoupled Exploration-Selection Framework for Test-Time Scaling of Data Science Agents

Maxime Heuillet, Sharadind Peddiraju

CIPHER is an AI-powered data science agent that improves reliability by generating multiple candidate initial states and selecting the best ones for parallel execution at test time…