Decision-Focused Learning without Differentiable Optimization: Learning Locally Optimized Decision Losses

Sanket Shah, Kai Wang, Bryan Wilder +2

Decision-Focused Learning (DFL) is a paradigm for tailoring a predictive model to a downstream optimization task that uses its predictions in order to perform better on that specif…