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Author

Kai Hu

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Open access 2026

Probabilistic Forecasting of Multi-Energy Loads in Integrated Energy Systems via Condition-Aware Dynamic Coupling Routing and Conformal Quantile Calibration

This paper proposes DCR-PatchTST-CQ, a unified multi-task probabilistic forecasting framework that combines condition-aware dynamic routing combined with stratified conformal calibration to jointly improve quantile ordering, interval sharpness, and coverage reliability.

Kai Hu, M. Su · 0 citations
Review

SDBench: A Survey-based Domain-specific LLM Benchmarking and Optimization Framework

SDBench is introduced, a generic framework for generating evaluation datasets for domain-specific LLMs that reduces the reliance on expert man-power while ensuring that the collected data is uniformly distributed.

Cheng Guo, Kai Hu, Shuxian Liang et al. · 0 citations

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