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Xin-Ying Cai

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#artificial intelligence Preprint Sep 2026

WPBench: A Comprehensive Benchmark for Wind Power Forecasting

Accurate, reliable, and deployable wind power forecasting is critical for power system dispatch, renewable energy integration, and electricity market operations. Progress in this field hinges on the ability to empirically and comprehensively benchmark forecasting methods. Yet existing benchmarks fall short of supportin...

Yu-Han Zhu, Ji-Lin Hu, Xin-Ying Cai et al. · 2 citations
#machine learning Preprint Sep 2026

MUSE: Dependency-Aware Adaptation of a Frozen Vision Backbone for Multivariate Time Series Forecasting

This work proposes MUSE, a dependency-aware adaptation framework built on a fully frozen pretrained MAE, which performs lightweight refinement at different encoder depths and explicitly models across-period temporal dependencies and within-period periodic dependencies.

Xin-Ying Cai, Jun-Kai Lu, Yu-Han Zhu et al. · 0 citations

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