Data-driven decision-focused surrogate modeling

23 August 2023

Papers citing "Data-driven decision-focused surrogate modeling"

6 / 6 papers shown

Title
CF-OPT: Counterfactual Explanations for Structured Prediction Germain Vivier--Ardisson Alexandre Forel Axel Parmentier Thibaut Vidal OffRL CML BDL 25 1 0 28 May 2024
TaskMet: Task-Driven Metric Learning for Model Learning Dishank Bansal Ricky T. Q. Chen Mustafa Mukadam Brandon Amos FedML 15 9 0 08 Dec 2023
Efficient Surrogate Models for Materials Science Simulations: Machine Learning-based Prediction of Microstructure Properties Binh Duong Nguyen Pavlo Potapenko Aytekin Dermici Kishan Govind Sébastien Bompas Stefan Sandfeld AI4CE 8 7 0 01 Sep 2023
Efficient Learning of Decision-Making Models: A Penalty Block Coordinate Descent Algorithm for Data-Driven Inverse Optimization Rishabh Gupta Qi Zhang 19 4 0 27 Oct 2022
Fast Approximations for Job Shop Scheduling: A Lagrangian Dual Deep Learning Method James Kotary Ferdinando Fioretto Pascal Van Hentenryck 29 20 0 12 Oct 2021
Predicting AC Optimal Power Flows: Combining Deep Learning and Lagrangian Dual Methods Ferdinando Fioretto Terrence W.K. Mak Pascal Van Hentenryck AI4CE 76 160 0 19 Sep 2019