Improving Optimization Bounds using Machine Learning: Decision Diagrams
meet Deep Reinforcement Learning

Improving Optimization Bounds using Machine Learning: Decision Diagrams meet Deep Reinforcement Learning

10 September 2018

Quentin Cappart

Emmanuel Goutierre

Louis-Martin Rousseau

Papers citing "Improving Optimization Bounds using Machine Learning: Decision Diagrams meet Deep Reinforcement Learning"

11 / 11 papers shown

Title
Conformal Prediction with Upper and Lower Bound Models Miao Li Michael Klamkin Mathieu Tanneau Reza Zandehshahvar Pascal Van Hentenryck 50 0 0 06 Mar 2025
LEO: Learning Efficient Orderings for Multiobjective Binary Decision Diagrams R. Patel Elias Boutros Khalil 39 0 0 06 Jul 2023
DOGE-Train: Discrete Optimization on GPU with End-to-end Training Ahmed Abbas Paul Swoboda 38 6 0 23 May 2022
Deployment Optimization for Shared e-Mobility Systems with Multi-agent Deep Neural Search Man Luo Bowen Du Konstantin Klemmer Hongming Zhu Hongkai Wen 23 5 0 03 Nov 2021
Combinatorial optimization and reasoning with graph neural networks Quentin Cappart Didier Chételat Elias Boutros Khalil Andrea Lodi Christopher Morris Petar Velickovic AI4CE 32 348 0 18 Feb 2021
Curriculum learning for multilevel budgeted combinatorial problems Adel Nabli Margarida Carvalho AI4CE 11 4 0 07 Jul 2020
Learning Objective Boundaries for Constraint Optimization Problems Helge Spieker A. Gotlieb 25 3 0 20 Jun 2020
Learning to Solve Combinatorial Optimization Problems on Real-World Graphs in Linear Time Iddo Drori Anant Kharkar William R. Sickinger Brandon Kates Qiang Ma Suwen Ge Eden Dolev Brenda L Dietrich David P. Williamson Madeleine Udell 22 82 0 06 Jun 2020
Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization Quentin Cappart Thierry Moisan Louis-Martin Rousseau Isabeau Prémont-Schwarz A. Ciré 26 138 0 02 Jun 2020
Lossless Compression of Deep Neural Networks Thiago Serra Abhinav Kumar Srikumar Ramalingam 24 56 0 01 Jan 2020
How to Evaluate Machine Learning Approaches for Combinatorial Optimization: Application to the Travelling Salesman Problem Antoine François Quentin Cappart Louis-Martin Rousseau 22 13 0 28 Sep 2019