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Zhonglin Huang

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Open access Aug 2026

Dynamic Heterogeneous Graph Learning and Task-Conditioned Meta-Learning for Cold-Start Demand Forecasting in Multi-Warehouse Supply Chains

New products have little sales history, which makes short-horizon demand forecasting difficult. This study tests whether a product–store–time graph can provide pre-origin relational context and whether task-conditioned meta-learning can adapt a forecasting model from limited support observations. IGEML combines a dynam...

Lei Ni, Ning Fu, Zhonglin Huang · 0 citations

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