Unsupervised Learning for Solving the Travelling Salesman Problem

19 March 2023

Papers citing "Unsupervised Learning for Solving the Travelling Salesman Problem"

8 / 8 papers shown

Title
Graph Reduction with Unsupervised Learning in Column Generation: A Routing Application Abdo Abouelrous Laurens Bliea A. Gabor Yaoxin Wu Yingqian Zhang 28 0 0 11 Apr 2025
L2R: Learning to Reduce Search Space for Generalizable Neural Routing Solver Changliang Zhou Xi Victoria Lin Zhenkun Wang Qingfu Zhang 84 0 0 05 Mar 2025
Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization Yang Li Jinpei Guo Runzhong Wang H. Zha Junchi Yan 50 4 0 05 Feb 2025
SymmetricDiffusers: Learning Discrete Diffusion on Finite Symmetric Groups Yongxing Zhang Donglin Yang Renjie Liao DiffM 137 0 0 03 Oct 2024
Neural Combinatorial Optimization Algorithms for Solving Vehicle Routing Problems: A Comprehensive Survey with Perspectives Xuan Wu Di Wang Lijie Wen Yubin Xiao Chunguo Wu Yuesong Wu Chaoyu Yu D. Maskell You Zhou 65 4 0 01 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
Ant Colony Sampling with GFlowNets for Combinatorial Optimization Minsu Kim Sanghyeok Choi Hyeon-Seob Kim Jiwoo Son Jinkyoo Park Yoshua Bengio 41 23 0 11 Mar 2024
On Learning Paradigms for the Travelling Salesman Problem Chaitanya K. Joshi T. Laurent Xavier Bresson 73 33 0 16 Oct 2019