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Author

James T. Kwok

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#machine learning Preprint Sep 2026

Towards Robust Time Series Learning via Capacity-Centric Modulation

Sample-level reliability heterogeneity is common in deep time series learning. Standard training pipelines apply a uniform regularization setting to all samples, which can under-regularize corrupted samples and over-restrict clean samples. Common robustness approaches filter observations in data space or impose priors...

Si-Ru Zhong, Sen-Zhang Wang, James T. Kwok et al. · 0 citations
#machine learning Preprint Feb 2026

Symmetric Composition of Anisotropic Operators for Global Subseasonal-to-Seasonal Climate Forecasting

Accurate global Subseasonal-to-Seasonal (S2S) climate forecasting is critical for disaster preparedness and resource management, yet it remains challenging due to chaotic atmospheric dynamics. Despite advances in geometry-aware representations, existing methods do not specify how the zonal and meridional interactions t...

Zi-Yu Zhou, Yu-Chen Fang, Wei-Lin Ruan et al. · 0 citations

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