A Unified Framework for Combinatorial Optimization Based on Graph Neural
Networks

A Unified Framework for Combinatorial Optimization Based on Graph Neural Networks

19 June 2024

Papers citing "A Unified Framework for Combinatorial Optimization Based on Graph Neural Networks"

13 / 13 papers shown

Title
Towards graph neural networks for provably solving convex optimization problems Chendi Qian Christopher Morris 50 0 0 04 Feb 2025
Winner Takes It All: Training Performant RL Populations for Combinatorial Optimization Nathan Grinsztajn Daniel Furelos-Blanco Shikha Surana Clément Bonnet Thomas D. Barrett 54 28 0 07 Oct 2022
Simple and Efficient Heterogeneous Graph Neural Network Xiaocheng Yang Mingyu Yan Shirui Pan Xiaochun Ye Dongrui Fan 56 123 0 06 Jul 2022
The Neural-Prediction based Acceleration Algorithm of Column Generation for Graph-Based Set Covering Problems Haofeng Yuan Peng Jiang Shiji Song 34 6 0 04 Jul 2022
Learning Intents behind Interactions with Knowledge Graph for Recommendation Xiang Wang Tinglin Huang Dingxian Wang Yancheng Yuan Zhenguang Liu Xiangnan He Tat-Seng Chua 88 413 0 14 Feb 2021
Beyond Low-frequency Information in Graph Convolutional Networks Deyu Bo Xiao Wang C. Shi Huawei Shen GNN 94 558 0 04 Jan 2021
Quantifying Spatial Homogeneity of Urban Road Networks via Graph Neural Networks Jiawei Xue Nan Jiang Senwei Liang Qiyuan Pang Takahiro Yabe S. Ukkusuri Jianzhu Ma 40 26 0 01 Jan 2021
Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning Cong Zhang Wen Song Zhiguang Cao Jie M. Zhang Puay Siew Tan Chi Xu 60 299 0 23 Oct 2020
A Survey on The Expressive Power of Graph Neural Networks Ryoma Sato 184 172 0 09 Mar 2020
Benchmarking Graph Neural Networks Vijay Prakash Dwivedi Chaitanya K. Joshi Anh Tuan Luu T. Laurent Yoshua Bengio Xavier Bresson 189 914 0 02 Mar 2020
Geom-GCN: Geometric Graph Convolutional Networks Hongbin Pei Bingzhen Wei Kevin Chen-Chuan Chang Yu Lei Bo Yang GNN 169 1,078 0 13 Feb 2020
Neural Combinatorial Optimization with Reinforcement Learning Irwan Bello Hieu H. Pham Quoc V. Le Mohammad Norouzi Samy Bengio 71 1,450 0 29 Nov 2016
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 239 31,253 0 16 Jan 2013