Author

Hui-Ru Yang

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Preprint Aug 2026

ReasonCast: Agentic Demand Forecasting with Selective Semantic Reasoning

This work introduces ReasonCast, a structured semantic intervention framework that translates event knowledge into forecast-specific operations through structured fields describing event relevance, demand direction, temporal shape, amplitude, and peak intensity.

Zi-Yue Yang, Chao Xu, Yijing Wang et al. · 0 citations

#artificial intelligence Review Aug 2026

Verifiable abstention makes AI leak diagnosis accountable in urban water distribution networks

A pressure-information limit is quantified and used to recast localization as selective, evidence-gated decision-making and Observability limits with machine-checkable abstention enable auditable utility intervention.

Tianwei Mu, Yue Wang, Mingzhe Yuan et al. · 0 citations