Generalization Bounds of Surrogate Policies for Combinatorial Optimization Problems

24 July 2024

Papers citing "Generalization Bounds of Surrogate Policies for Combinatorial Optimization Problems"

8 / 8 papers shown

Title
Learning with Combinatorial Optimization Layers: a Probabilistic Approach Guillaume Dalle Léo Baty Louis Bouvier Axel Parmentier AI4CE 54 36 0 27 Jul 2022
Integrated Conditional Estimation-Optimization Sirui Chen Paul Grigas Zuo‐Jun Max Shen CML 65 25 0 24 Oct 2021
Learning to solve the single machine scheduling problem with release times and sum of completion times Axel Parmentier V. T’kindt 56 7 0 04 Jan 2021
Finding Global Minima via Kernel Approximations Alessandro Rudi Ulysse Marteau-Ferey Francis R. Bach 43 34 0 22 Dec 2020
Non-parametric Models for Non-negative Functions Ulysse Marteau-Ferey Francis R. Bach Alessandro Rudi 49 52 0 08 Jul 2020
A General Framework for Consistent Structured Prediction with Implicit Loss Embeddings C. Ciliberto Lorenzo Rosasco Alessandro Rudi 161 51 0 13 Feb 2020
Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon Yoshua Bengio Andrea Lodi Antoine Prouvost 157 1,396 0 15 Nov 2018
Best Subset Selection via a Modern Optimization Lens Dimitris Bertsimas Angela King Rahul Mazumder 454 665 0 11 Jul 2015