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.
Ming-Ming Zhao, Ji-Qian Dong, Kangping Xu et al.
· 4 citations