2 papers
cs.LG2024
Learning production functions for supply chains with graph neural networks
Serina Chang, Zhiyin Lin, Benjamin Yan +8
The global economy relies on the flow of goods over supply chain networks, with nodes as firms and edges as transactions between firms. While we may observe these external transact…
cs.LG2024
Derivative-free tree optimization for complex systems
Ye Wei, Bo Peng, Ruiwen Xie +5
A tremendous range of design tasks in materials, physics, and biology can be formulated as finding the optimum of an objective function depending on many parameters without knowing…