Author

Ziqing Qian

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Preprint Aug 2026

HypoForge: A Self-Improving Multi-Agent Framework for Automated Hypothesis Generation and Testing via Scientific Skill Learning

Experiments show that HypoForge consistently outperforms existing AI scientist frameworks and skill-level variants, and demonstrates the effectiveness of the proposed stage-specific skill learning paradigms.

Ziqing Qian, Jiaying Lei, Yi-Fang Wang et al. · 0 citations