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Tai-Lin Wu

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Open access Sep 2026

Mass-conserved hierarchical multi-resolution deep learning for long-term global atmospheric pollutant transport prediction

Long-term predictive capability of deep learning models has always been a bottleneck, as errors gradually accumulate along with autoregressive iterations, ultimately deviating significantly from the real data distribution. However, the long-term predictive capability of deep learning is crucial in practical application...

Hao-Dong Feng, Wenhao Deng, Yu-Zhong Zhang et al. · 0 citations
Review Open access Aug 2026

The Hitchhiker's Guide to Autonomous Research: A Survey of Scientific Agents.

This survey bridges the existing gap by presenting a comprehensive blueprint for scientific agents' design and introduces a unified taxonomy based on capability envelope and capability maturity, characterizing both the scope of scientific workflow coverage and the reliability of agent behavior under realistic research...

Xin-Ming Wang, Jian Xu, Sheng Lian et al. · 11 citations

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