Author

Zhengmao Li

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#machine learning Preprint Sep 2026

RL-PaO: Prediction as Action in Decision Making under Uncertainty

Decision-making under uncertainty often relies on predicted parameters, yet accurate prediction does not necessarily lead to good operational decisions. Aligning prediction with downstream optimization requires learning from the consequences of the decisions those predictions induce. We introduce RL-PaO, a reinforcemen...

Jia-Hui Feng, Da-Fang Zhao, Zheng Chen et al. · 0 citations

Preprint Aug 2026

Physically Constrained Agentic AI for Energy Scheduling

These results establish a fail-closed workflow for agentic MIP and MILP energy scheduling under the declared physical model and establish a fail-closed workflow for agentic MIP and MILP energy scheduling under the declared physical model.

Dafnag Zhao, Yang Deng, Zhengmao Li · 0 citations