A Diffusion Model Framework for Unsupervised Neural Combinatorial Optimization

3 June 2024

Papers citing "A Diffusion Model Framework for Unsupervised Neural Combinatorial Optimization"

8 / 8 papers shown

Title
Boosting Generalization in Diffusion-Based Neural Combinatorial Solver via Energy-guided Sampling Haoyu Lei Kaiwen Zhou Y. Li Zhitang Chen Farzan Farnia DiffM 70 1 0 15 Feb 2025
Unrealized Expectations: Comparing AI Methods vs Classical Algorithms for Maximum Independent Set Yikai Wu Haoyu Zhao Sanjeev Arora 82 0 0 05 Feb 2025
Regularized Langevin Dynamics for Combinatorial Optimization Shengyu Feng Yiming Yang 73 0 0 01 Feb 2025
SymmetricDiffusers: Learning Discrete Diffusion on Finite Symmetric Groups Yongxing Zhang Donglin Yang Renjie Liao DiffM 152 0 0 03 Oct 2024
Physics-Informed Diffusion Models Jan-Hendrik Bastek WaiChing Sun D. Kochmann DiffM AI4CE 47 11 0 21 Mar 2024
Variational Annealing on Graphs for Combinatorial Optimization Sebastian Sanokowski Wilhelm Berghammer Sepp Hochreiter Sebastian Lehner 56 13 0 23 Nov 2023
What's Wrong with Deep Learning in Tree Search for Combinatorial Optimization Maximilian Böther Otto Kißig M. Taraz S. Cohen Karen Seidel Tobias Friedrich AI4CE 73 46 0 25 Jan 2022
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 315 75,834 0 18 May 2015