Author

Yi-Fang Wang

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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

Conference Jul 2026

Align-TS: Structure-Guided Semantic Conditioning for Multivariate Time-Series Forecasting with Frozen Language Models

Large language models (LLMs) have recently been used as frozen backbones for time-series forecasting, aiming to transfer general sequence priors through prompts and embedding-based interfaces. However, recent evidence suggests that many LLM-based forecasting pipelines do not reliably benefit from the language model its...

Yi-Fang Wang, Shu Miao · 2026 IEEE 9th International... · 0 citations