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Shu-Sen Ma

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Preprint Oct 2026

CTLite: Lightweight Irregular Multivariate Time Series Forecasting with Reusable Continuous-Time Summaries

Irregular multivariate time series forecasting (IMTSF) requires capturing temporal dynamics and cross-variable dependencies from sparse, asynchronous observations. Existing methods often rely on learned temporal encoders, coupling historical representation construction with model optimisation and repeatedly processing...

Shu-Sen Ma, Xu-Dong Zuo, Yang-Chun Xie et al. · 0 citations

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