Author

Si-Yun Hou

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#diffusion models Open access Oct 2026

Process-Inspired Latent Dynamics for Direct Multi-Step Regional Sea Surface Temperature Forecasting

Sea surface temperature (SST) forecasts support marine environmental monitoring, hazard assessment, and operational ocean services. Regional multi-step prediction remains difficult because SST-only models must represent transport, spatial spreading, and local nonlinear variation from historical fields while avoiding th...

Si-Yun Hou, Xiang-Yi Zhang, Jian-Long Wang et al. · Remote Sensing · 0 citations

#machine learning Preprint Aug 2026

PRIME: Mitigating Subgroup Optimization Competition in Shared CTR Top Networks with Plug-in Residual Input-Conditioned Mixture of Expert

Results show that function-preserving conditional residuals add input-dependent capacity while preserving the Dense path and its optimization stability, and introduce PRIME (Plug-in Residual Input-conditioned Mixture of Experts), a Dense-anchored mixture of low-rank residual experts.

Heng Yao, Si-Yun Hou, Tian-Ying Liu et al. · 0 citations