Scalable Mixed-Integer Optimization with Neural Constraints via Dual Decomposition

Shuli Zeng, Sijia Zhang, Feng Wu +2

Embedding deep neural networks (NNs) into mixed-integer programs (MIPs) is attractive for decision making with learned constraints, yet state-of-the-art monolithic linearisations b…