This work proposes CEDAR (Controlled and Event-Driven Demand forecasting via Action-aware Residual decomposition), a two-stage framework for robust decision-conditioned simulation that consistently improves simulation accuracy over strong TSF baselines and delivers practical gains for real-world budget planning.
Jun-Jie Meng, Ran Zhang, Zi-An Zhang et al.· Proceedings of the 32nd ACM...· 1 citation· ⚡1
Elastic Horizon is introduced, a closed-loop controller that tracks a dynamic boundary beyond which additional interactions yield diminishing returns while cost grows linearly and stabilizes the horizon inside the saturation band from both under- and over-capacity initializations.
Gang-Yi Zhang, Jun-Jie Meng, Le-Tian Zhang et al.· 0 citations
Forecasting in large-scale e-commerce marketplaces is increasingly required to support planning : merchants need to evaluate sales outcomes under future action sequences such as budget schedules, rather than passively predicting what happens next. However, most existing time series forecasting (TSF) approaches remain i...
Junjie Meng, Ran Zhang, Zi-An Zhang et al.· Proceedings of the 32nd ACM...· 0 citations
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