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Differentiable Distributionally Robust Optimization Layers

Differentiable Distributionally Robust Optimization Layers

Xutao Ma
Chao Ning
Wenli Du
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Papers citing "Differentiable Distributionally Robust Optimization Layers"

5 / 5 papers shown
Title
Learning with Combinatorial Optimization Layers: a Probabilistic Approach
Learning with Combinatorial Optimization Layers: a Probabilistic Approach
Guillaume Dalle
Léo Baty
Louis Bouvier
Axel Parmentier
AI4CE
42
36
0
27 Jul 2022
Implicit MLE: Backpropagating Through Discrete Exponential Family Distributions
Implicit MLE: Backpropagating Through Discrete Exponential Family Distributions
Mathias Niepert
Pasquale Minervini
Luca Franceschi
52
84
0
03 Jun 2021
Contrastive Losses and Solution Caching for Predict-and-Optimize
Contrastive Losses and Solution Caching for Predict-and-Optimize
Maxime Mulamba
Jayanta Mandi
Michelangelo Diligenti
M. Lombardi
Víctor Bucarey
Tias Guns
84
50
0
10 Nov 2020
Optimization under Uncertainty in the Era of Big Data and Deep Learning: When Machine Learning Meets Mathematical Programming
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
OptNet: Differentiable Optimization as a Layer in Neural Networks
Brandon Amos
J. Zico Kolter
150
958
0
01 Mar 2017

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