Author

Zhongyi Pei

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Preprint Oct 2026

Pneuma: A Large-Scale Real-World Time Series Benchmark for Commercial Aircraft Predictive Maintenance

Predictive maintenance is vital for commercial aviation, yet progress remains hindered by the lack of public, large-scale real-world datasets. As a result, most methods are developed and evaluated on proprietary data, limiting reproducibility. We introduce Pneuma, the first publicly available large-scale benchmark for...

Jia-Feng Lin, Yu-Tian Zhang, Huan Zhang et al. · 0 citations

#machine learning Feb 2026

TiMi: Empower Time Series Transformers with Multimodal Mixture of Experts

This paper introduces a Multimodal Mixture-of-Experts (MMoE) module as a lightweight plug-in to empower Transformer-based time series models for multimodal forecasting, eliminating the need for explicit representation-level alignment.

Jiafeng Lin, Yuxuan Wang, Huakun Luo et al. · arXiv.org · 1 citation