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2403.15180
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Self-Improvement for Neural Combinatorial Optimization: Sample without Replacement, but Improvement
22 March 2024
Jonathan Pirnay
D. G. Grimm
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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
48
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
245
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
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