GNN-based Probabilistic Supply and Inventory Predictions in Supply Chain Networks

arXiv:2404.07523v1 Announce Type: cross
Abstract: Successful supply chain optimization must mitigate imbalances between supply and demand over time. While accurate demand prediction is essential for supply planning, it alone does not suffice. The key to successful supply planning for optimal and viable execution lies in maximizing predictability for both demand and supply throughout an execution horizon. Therefore, enhancing the accuracy of supply predictions is imperative to create an attainable supply plan that matches demand without overstocking or understocking. However, in …

abstract arxiv cs.ai cs.lg demand gnn inventory key lies networks optimization planning prediction predictions supply chain supply chain optimization the key type