Preprint
Aug 2026
ScienceFlow: A long-horizon agent for ML research, scientific discovery and beyond
Results on diverse long-horizon benchmarks demonstrate the efficacy of ScienceFlow's ability to sustain effective research processes, and demonstrates that efficient state management, adaptive exploration, and objective-aligned execution are critical for scaling autonomous research beyond short-horizon interactions.
Mingming Zhao, Jiqian Dong, Kangping Xu et al.
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