Author

Shu-Cheng Liu

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#machine learning Preprint Sep 2026

Weighted Spline-Expanded Networks with Distributional Balancing for Continuous Treatment Effects

Estimating causal effects with continuous treatments in observational studies is challenging due to confounding, model misspecification, and high-dimensional covariates. We propose the Weighted Spline-Expanded Network (WSENet), an end-to-end neural framework that addresses these challenges by combining covariate balanc...

Shu-Cheng Liu, Chan Park, Guan-Hua Chen · 0 citations

#machine learning Preprint Sep 2026

FAST-Brain: A Flow-Aligned Spatio-Temporal Surrogate Brain Model

FAST-Brain is proposed, a unified flow-aligned spatio-temporal surrogate brain model that addresses all three challenges of resting-state functional magnetic resonance imaging data, and achieves state-of-the-art performance in recovering functional connectivity, effective connectivity, and the implicit low-dimensional...

Shu-Cheng Liu, Chang-Chun Shi, Kai Zhang et al. · 0 citations