Self-Improvement for Neural Combinatorial Optimization: Sample without Replacement, but Improvement

22 March 2024

Papers citing "Self-Improvement for Neural Combinatorial Optimization: Sample without Replacement, but Improvement"

14 / 14 papers shown

Title
TuneNSearch: a hybrid transfer learning and local search approach for solving vehicle routing problems Arthur Corrêa Cristóvão Silva Liming Xu Alexandra Brintrup Samuel Moniz 53 0 0 16 Mar 2025
Rethinking Light Decoder-based Solvers for Vehicle Routing Problems Ziwei Huang Jianan Zhou Zhiguang Cao Yixin Xu 31 1 0 02 Mar 2025
GraphXForm: Graph transformer for computer-aided molecular design Jonathan Pirnay Jan G. Rittig Alexander B. Wolf Martin Grohe Jakob Burger Alexander Mitsos D. G. Grimm AI4CE 49 1 0 03 Nov 2024
Parallel AutoRegressive Models for Multi-Agent Combinatorial Optimization Federico Berto Chuanbo Hua Laurin Luttmann Jiwoo Son Junyoung Park Kyuree Ahn Changhyun Kwon Lin Xie Jinkyoo Park 33 1 0 05 Sep 2024
Decision Transformer for Enhancing Neural Local Search on the Job Shop Scheduling Problem Constantin Waubert de Puiseau Fabian Wolz Merlin Montag Jannik Peters Hasan Tercan Tobias Meisen 26 0 0 04 Sep 2024
Take a Step and Reconsider: Sequence Decoding for Self-Improved Neural Combinatorial Optimization Jonathan Pirnay D. G. Grimm BDL 45 3 0 24 Jul 2024
GOAL: A Generalist Combinatorial Optimization Agent Learner Darko Drakulic Sofia Michel J. Andreoli 31 6 0 21 Jun 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 60 4 0 01 Jun 2024
Winner Takes It All: Training Performant RL Populations for Combinatorial Optimization Nathan Grinsztajn Daniel Furelos-Blanco Shikha Surana Clément Bonnet Thomas D. Barrett 52 28 0 07 Oct 2022
Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization Minsu Kim Junyoung Park Jinkyoo Park 68 78 0 26 May 2022
Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer Yining Ma Jingwen Li Zhiguang Cao Wen Song Le Zhang Zhenghua Chen Jing Tang 75 129 0 06 Oct 2021
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation Ofir Press Noah A. Smith M. Lewis 242 695 0 27 Aug 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 55 299 0 23 Oct 2020
Neural Combinatorial Optimization with Reinforcement Learning Irwan Bello Hieu H. Pham Quoc V. Le Mohammad Norouzi Samy Bengio 69 1,447 0 29 Nov 2016