Differentiable Distributionally Robust Optimization Layers

24 June 2024

Papers citing "Differentiable Distributionally Robust Optimization Layers"

7 / 7 papers shown

Title
Learning with Combinatorial Optimization Layers: a Probabilistic Approach Guillaume Dalle Léo Baty Louis Bouvier Axel Parmentier AI4CE 42 36 0 27 Jul 2022
Distributionally Robust Prescriptive Analytics with Wasserstein Distance Tianyu Wang Ningyuan Chen Chun Wang 95 6 0 10 Jun 2021
Implicit MLE: Backpropagating Through Discrete Exponential Family Distributions Mathias Niepert Pasquale Minervini Luca Franceschi 57 84 0 03 Jun 2021
Contrastive Losses and Solution Caching for Predict-and-Optimize Maxime Mulamba Jayanta Mandi Michelangelo Diligenti M. Lombardi Víctor Bucarey Tias Guns 86 50 0 10 Nov 2020
Stochastic Optimization Forests Nathan Kallus Xiaojie Mao 114 50 0 17 Aug 2020
Optimization under Uncertainty in the Era of Big Data and Deep Learning: When Machine Learning Meets Mathematical Programming C. Ning Fengqi You OOD 30 279 0 03 Apr 2019
OptNet: Differentiable Optimization as a Layer in Neural Networks Brandon Amos J. Zico Kolter 150 958 0 01 Mar 2017