Decision-Focused Surrogate Models for Learning MIQCQP Parth Brahmbhatt and Kiernan Jennings This is our project for ISyE 823 Mixed-Integer Non-Linear Optimization (MINLO). The idea is to learn a MINLP problem using a surrogate NLP function. We provide test cases for AC OPF with Unit Commitment.