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Equity-Transformer: Solving NP-hard Min-Max Routing Problems as
Sequential Generation with Equity Context

v1v2v3 (latest)

Equity-Transformer: Solving NP-hard Min-Max Routing Problems as Sequential Generation with Equity Context

AAAI Conference on Artificial Intelligence (AAAI), 2023

5 June 2023

Jinkyoo Park

ArXiv (abs)PDF HTML Github (25★)

Papers citing "Equity-Transformer: Solving NP-hard Min-Max Routing Problems as Sequential Generation with Equity Context"

12 / 12 papers shown

End-to-end Deep Reinforcement Learning for Stochastic Multi-objective Optimization in C-VRPTW

Abdo Abouelrous

181

0

0

01 Dec 2025

Multi-Action Self-Improvement for Neural Combinatorial Optimization

Multi-Action Self-Improvement for Neural Combinatorial Optimization

Laurin Luttmann

176

1

0

14 Oct 2025

Solving the Min-Max Multiple Traveling Salesmen Problem via Learning-Based Path Generation and Optimal Splitting

Solving the Min-Max Multiple Traveling Salesmen Problem via Learning-Based Path Generation and Optimal Splitting

104

0

0

23 Aug 2025

Efficient Neural Combinatorial Optimization Solver for the Min-max Heterogeneous Capacitated Vehicle Routing Problem

Efficient Neural Combinatorial Optimization Solver for the Min-max Heterogeneous Capacitated Vehicle Routing Problem

159

0

0

28 Jul 2025

Synergizing Reinforcement Learning and Genetic Algorithms for Neural Combinatorial Optimization

211

1

0

11 Jun 2025

USPR: Learning a Unified Solver for Profiled Routing

USPR: Learning a Unified Solver for Profiled Routing

375

1

0

08 May 2025

A Coalition Game for On-demand Multi-modal 3D Automated Delivery System

A Coalition Game for On-demand Multi-modal 3D Automated Delivery System

294

0

0

23 Dec 2024

PARCO: Parallel AutoRegressive Models for Multi-Agent Combinatorial Optimization

PARCO: Parallel AutoRegressive Models for Multi-Agent Combinatorial Optimization

Laurin Luttmann

326

0

0

05 Sep 2024

Neural Combinatorial Optimization Algorithms for Solving Vehicle Routing Problems: A Comprehensive Survey with Perspectives

Neural Combinatorial Optimization Algorithms for Solving Vehicle Routing Problems: A Comprehensive Survey with Perspectives

823

27

0

01 Jun 2024

Ant Colony Sampling with GFlowNets for Combinatorial Optimization

Ant Colony Sampling with GFlowNets for Combinatorial OptimizationInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024

Jinkyoo Park

395

49

0

11 Mar 2024

Large Language Models as Hyper-Heuristics for Combinatorial Optimization

Large Language Models as Hyper-Heuristics for Combinatorial Optimization

Jinkyoo Park

330

4

0

02 Feb 2024

Symmetric Replay Training: Enhancing Sample Efficiency in Deep
Reinforcement Learning for Combinatorial Optimization

Symmetric Replay Training: Enhancing Sample Efficiency in Deep Reinforcement Learning for Combinatorial OptimizationInternational Conference on Machine Learning (ICML), 2023

Jinkyoo Park

443

9

0

02 Jun 2023