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Ming Zhong

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Preprint Oct 2026

Automating ML for Science: Can Frontier Agents Climb Scientific Hills in the Wild?

Frontier coding agents are increasingly framed as end-to-end automated researchers, and ML for science offers a demanding test of that promise: improving a scientific model often requires domain insight beyond routine ML engineering. We introduce Agent4Sci, a long-horizon testbed for measuring how far today's agents ca...

Ming Zhong, Stacy Li, Nicholas Carlini et al. · 0 citations

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