Unsupervised Learning for Combinatorial Optimization Needs Meta-Learning

8 January 2023

Papers citing "Unsupervised Learning for Combinatorial Optimization Needs Meta-Learning"

10 / 10 papers shown

Title
Regularized Langevin Dynamics for Combinatorial Optimization Shengyu Feng Yiming Yang 73 0 0 01 Feb 2025
An Unsupervised Learning Framework Combined with Heuristics for the Maximum Minimal Cut Problem Huaiyuan Liu Xianzhang Liu Donghua Yang Hongzhi Wang Yingchi Long Mengtong Ji Dongjing Miao Zhiyu Liang 25 0 0 16 Aug 2024
A Diffusion Model Framework for Unsupervised Neural Combinatorial Optimization Sebastian Sanokowski Sepp Hochreiter Sebastian Lehner 32 17 0 03 Jun 2024
Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More Fanchen Bu Hyeonsoo Jo Soo Yong Lee Sungsoo Ahn Kijung Shin 22 3 0 14 May 2024
Continuous Tensor Relaxation for Finding Diverse Solutions in Combinatorial Optimization Problems Yuma Ichikawa Hiroaki Iwashita CLL 21 1 0 03 Feb 2024
Variational Annealing on Graphs for Combinatorial Optimization Sebastian Sanokowski Wilhelm Berghammer Sepp Hochreiter Sebastian Lehner 56 13 0 23 Nov 2023
Maximum Independent Set: Self-Training through Dynamic Programming Lorenzo Brusca Lars C.P.M. Quaedvlieg Stratis Skoulakis Grigorios G. Chrysos V. Cevher SSL 27 7 0 28 Oct 2023
Are Graph Neural Networks Optimal Approximation Algorithms? Morris Yau Eric Lu Nikolaos Karalias Jessica Xu Stefanie Jegelka 26 1 0 01 Oct 2023
Controlling Continuous Relaxation for Combinatorial Optimization Yuma Ichikawa 32 4 0 29 Sep 2023
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 362 11,700 0 09 Mar 2017