Author

Qianheng Zhang

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#machine learning Conference Jun 2025

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists

This work presents AutoSDT, an automatic pipeline that collects high-quality coding tasks in real-world data-driven discovery workflows and is the only automatically collected and the largest open dataset for data-driven scientific discovery.

Yifei Li, Hanane Nour Moussa, Ziru Chen et al. · Conference on Empirical Meth... · 11 citations · ⚡1

Preprint Aug 2026

Quantifying geographic domain shift to decouple the geospatial transferability of human mobility flow generation models

Human mobility serves as an essential proxy for understanding social, economic, and environmental dynamics in urban systems. Geospatial transferability, which measures a model's capability in a new location or unseen region, is a critical dimension for comparing different human mobility generation models. However, few...

Zhi-Yong Zhou, Song Gao, Qianheng Zhang et al. · 0 citations