Differentiable Cutting-plane Layers for Mixed-integer Linear Optimization

6 November 2023

Papers citing "Differentiable Cutting-plane Layers for Mixed-integer Linear Optimization"

9 / 9 papers shown

Title
Cutting Plane Selection with Analytic Centers and Multiregression Mark Turner Timo Berthold Mathieu Besançon Thorsten Koch 45 9 0 14 Dec 2022
Learning with Combinatorial Optimization Layers: a Probabilistic Approach Guillaume Dalle Léo Baty Louis Bouvier Axel Parmentier AI4CE 46 36 0 27 Jul 2022
Learning To Cut By Looking Ahead: Cutting Plane Selection via Imitation Learning Max B. Paulus Giulia Zarpellon Andreas Krause Laurent Charlin Chris J. Maddison 59 60 0 27 Jun 2022
Tutorial on amortized optimization Brandon Amos OffRL 140 46 0 01 Feb 2022
Learning to Select Cuts for Efficient Mixed-Integer Programming Zeren Huang Kerong Wang Furui Liu Hui-Ling Zhen Weinan Zhang Mingxuan Yuan Jianye Hao Yong Yu Jun Wang 61 70 0 28 May 2021
Learning Convex Optimization Control Policies Akshay Agrawal Shane T. Barratt Stephen P. Boyd Bartolomeo Stellato 61 68 0 19 Dec 2019
Reinforcement Learning for Integer Programming: Learning to Cut Yunhao Tang Shipra Agrawal Yuri Faenza AI4CE 58 172 0 11 Jun 2019
Exact Combinatorial Optimization with Graph Convolutional Neural Networks Maxime Gasse Didier Chételat Nicola Ferroni Laurent Charlin Andrea Lodi GNN CML 134 485 0 04 Jun 2019
Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon Yoshua Bengio Andrea Lodi Antoine Prouvost 153 1,385 0 15 Nov 2018