Zhiguang Cao

papers

1,319

total citations

papers (19)

Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning

NEURIPS 2020arXiv

398

citations

Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer

NEURIPS 2021arXiv

176

citations

NeuroLKH: Combining Deep Learning Model with Lin-Kernighan-Helsgaun Heuristic for Solving the Traveling Salesman Problem

NEURIPS 2021arXiv

156

citations

DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization

NEURIPS 2023arXiv

100

citations

GLOP: Learning Global Partition and Local Construction for Solving Large-Scale Routing Problems in Real-Time

AAAI 2024arXiv

citations

Learning to Search Feasible and Infeasible Regions of Routing Problems with Flexible Neural k-Opt

NEURIPS 2023arXiv

citations

Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation

NEURIPS 2022arXiv

citations

MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts

ICML 2024arXiv

citations

Learning Large Neighborhood Search Policy for Integer Programming

NEURIPS 2021arXiv

citations

MetaBox: A Benchmark Platform for Meta-Black-Box Optimization with Reinforcement Learning

NEURIPS 2023arXiv

citations

Efficient Meta Neural Heuristic for Multi-Objective Combinatorial Optimization

NEURIPS 2023arXiv

citations

Neural Multi-Objective Combinatorial Optimization with Diversity Enhancement

NEURIPS 2023arXiv

citations

ConfigX: Modular Configuration for Evolutionary Algorithms via Multitask Reinforcement Learning

AAAI 2025arXiv

citations

DualOpt: A Dual Divide-and-Optimize Algorithm for the Large-scale Traveling Salesman Problem

AAAI 2025arXiv

citations

Graph Assisted Offline-Online Deep Reinforcement Learning for Dynamic Workflow Scheduling

ICLR 2025

citations

SHIELD: Multi-task Multi-distribution Vehicle Routing Solver with Sparsity and Hierarchy

ICML 2025arXiv

citations

Adaptive Stabilization Based on Machine Learning for Column Generation

ICML 2024arXiv

citations

Ensemble-based Deep Reinforcement Learning for Vehicle Routing Problems under Distribution Shift

NEURIPS 2023

citations

Graph Learning Assisted Multi-Objective Integer Programming

NEURIPS 2022

citations