Tackling Prevalent Conditions in Unsupervised Combinatorial
Optimization: Cardinality, Minimum, Covering, and More

Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More

14 May 2024

Papers citing "Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More"

13 / 13 papers shown

Title
Preference-Based Gradient Estimation for ML-Guided Approximate Combinatorial Optimization Arman Mielke Uwe Bauknecht Thilo Strauss Mathias Niepert 95 0 0 26 Feb 2025
Distilling Autoregressive Models to Obtain High-Performance Non-Autoregressive Solvers for Vehicle Routing Problems with Faster Inference Speed Yubin Xiao Di Wang Boyang Albert Li Mingzhao Wang Xuan Wu Changliang Zhou You Zhou 46 17 0 19 Dec 2023
Combinatorial Optimization with Policy Adaptation using Latent Space Search Félix Chalumeau Shikha Surana Clément Bonnet Nathan Grinsztajn Arnu Pretorius Alexandre Laterre Thomas D. Barrett OffRL 56 22 0 13 Nov 2023
Neural Combinatorial Optimization with Heavy Decoder: Toward Large Scale Generalization Fu Luo Xi Lin Fei Liu Qingfu Zhang Zhenkun Wang 50 66 0 12 Oct 2023
RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark Federico Berto Chuanbo Hua J. Park Laurin Luttmann Yining Ma ... Guojie Song Changhyun Kwon Kevin Tierney Lin Xie Jinkyoo Park OffRL 63 29 0 29 Jun 2023
Neural Set Function Extensions: Learning with Discrete Functions in High Dimensions Nikolaos Karalias Joshua Robinson Andreas Loukas Stefanie Jegelka 71 8 0 08 Aug 2022
Simulation-guided Beam Search for Neural Combinatorial Optimization Jinho Choo Yeong-Dae Kwon Jihoon Kim Jeongwoo Jae André Hottung Kevin Tierney Youngjune Gwon 47 67 0 13 Jul 2022
Learning What to Defer for Maximum Independent Sets SungSoo Ahn Younggyo Seo Jinwoo Shin 16 68 0 17 Jun 2020
Reinforcement Learning for Combinatorial Optimization: A Survey Nina Mazyavkina S. Sviridov Sergei Ivanov Evgeny Burnaev 55 611 0 07 Mar 2020
Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon Yoshua Bengio Andrea Lodi Antoine Prouvost 129 1,367 0 15 Nov 2018
Attention, Learn to Solve Routing Problems! W. Kool H. V. Hoof Max Welling 70 1,193 0 22 Mar 2018
Learning Combinatorial Optimization Algorithms over Graphs H. Dai Elias Boutros Khalil Yuyu Zhang B. Dilkina Le Song 77 1,453 0 05 Apr 2017
Neural Combinatorial Optimization with Reinforcement Learning Irwan Bello Hieu H. Pham Quoc V. Le Mohammad Norouzi Samy Bengio 101 1,472 0 29 Nov 2016