Combining Reinforcement Learning and Constraint Programming for
Combinatorial Optimization

Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization

2 June 2020

Quentin Cappart

Louis-Martin Rousseau

Isabeau Prémont-Schwarz

Papers citing "Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization"

11 / 11 papers shown

Title
Pareto Set Learning for Multi-Objective Reinforcement Learning Erlong Liu Yu-Chang Wu Xiaobin Huang Chengrui Gao Ren-Jian Wang Ke Xue Chao Qian OffRL 111 2 0 12 Jan 2025
BlendRL: A Framework for Merging Symbolic and Neural Policy Learning Hikaru Shindo Quentin Delfosse Devendra Singh Dhami Kristian Kersting 55 3 0 15 Oct 2024
Offline Reinforcement Learning for Learning to Dispatch for Job Shop Scheduling Jesse van Remmerden Zaharah Bukhsh Yingqian Zhang OffRL OnRL 73 1 0 16 Sep 2024
Exact Combinatorial Optimization with Graph Convolutional Neural Networks Maxime Gasse Didier Chételat Nicola Ferroni Laurent Charlin Andrea Lodi GNN CML 97 481 0 04 Jun 2019
Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon Yoshua Bengio Andrea Lodi Antoine Prouvost 129 1,367 0 15 Nov 2018
Set Transformer: A Framework for Attention-based Permutation-Invariant Neural Networks Juho Lee Yoonho Lee Jungtaek Kim Adam R. Kosiorek Seungjin Choi Yee Whye Teh 47 274 0 01 Oct 2018
World Models David R Ha Jürgen Schmidhuber SyDa 88 1,050 0 27 Mar 2018
Attention, Learn to Solve Routing Problems! W. Kool H. V. Hoof Max Welling 65 1,193 0 22 Mar 2018
Learning Combinatorial Optimization Algorithms over Graphs H. Dai Elias Boutros Khalil Yuyu Zhang B. Dilkina Le Song 75 1,453 0 05 Apr 2017
Neural Combinatorial Optimization with Reinforcement Learning Irwan Bello Hieu H. Pham Quoc V. Le Mohammad Norouzi Samy Bengio 99 1,472 0 29 Nov 2016
Prioritized Experience Replay Tom Schaul John Quan Ioannis Antonoglou David Silver OffRL 181 3,777 0 18 Nov 2015