Meng Xu (许萌)

Meng Xu (许萌)

she/her

Professor in AI Scheduling and Evolutionary Computation

Sitemap

A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.

Pages

Posts

Future Blog Post

less than 1 minute read

Published:

This post will show up by default. To disable scheduling of future posts, edit config.yml and set future: false.

Blog Post number 4

less than 1 minute read

Published:

This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.

Blog Post number 3

less than 1 minute read

Published:

This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.

Blog Post number 2

less than 1 minute read

Published:

This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.

Blog Post number 1

less than 1 minute read

Published:

This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.

portfolio

publications

Genetic Programming with Diverse Partner Selection for Dynamic Flexible Job Shop Scheduling

Published in In the Proceedings of the ACM Genetic and Evolutionary Computation Conference (GECCO) Companion, 2022

Use Google Scholar for full citation

Recommended citation: Meng Xu, Yi Mei, Fangfang Zhang, Mengjie Zhang, "Genetic Programming with Diverse Partner Selection for Dynamic Flexible Job Shop Scheduling." In the Proceedings of the ACM Genetic and Evolutionary Computation Conference (GECCO) Companion, 2022.

Multi-Objective Genetic Programming based on Decomposition on Evolving Scheduling Heuristics for Dynamic Scheduling

Published in In the Proceedings of the ACM Genetic and Evolutionary Computation Conference (GECCO) Companion, 2023

Use Google Scholar for full citation

Recommended citation: Meng Xu, Yi Mei, Fangfang Zhang, Mengjie Zhang, "Multi-Objective Genetic Programming based on Decomposition on Evolving Scheduling Heuristics for Dynamic Scheduling." In the Proceedings of the ACM Genetic and Evolutionary Computation Conference (GECCO) Companion, 2023.

A Semantic Genetic Programming Approach to Evolving Heuristics for Multi-objective Dynamic Scheduling

Published in In the Proceedings of the Australasian Joint Conference on Artificial Intelligence (AJCAI), 2023

Use Google Scholar for full citation

Recommended citation: Meng Xu, Yi Mei, Fangfang Zhang, Mengjie Zhang, "A Semantic Genetic Programming Approach to Evolving Heuristics for Multi-objective Dynamic Scheduling." In the Proceedings of the Australasian Joint Conference on Artificial Intelligence (AJCAI), 2023.

A Preliminary Study of Indicator-Based Genetic Programming for Multi-Objective Dynamic Flexible Scheduling

Published in International Symposium on Computational Intelligence and Industrial Applications, 2024

Use Google Scholar for full citation

Recommended citation: M Xu, "A Preliminary Study of Indicator-Based Genetic Programming for Multi-Objective Dynamic Flexible Scheduling." International Symposium on Computational Intelligence and Industrial Applications, 2024. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=xEiY6-AAAAAJ&sortby=pubdate&citation_for_view=xEiY6-AAAAAJ:LkGwnXOMwfcC

Pareto Set Learning Through Genetic Programming for Multi-Objective Dynamic Scheduling

Published in IEEE Transactions on Evolutionary Computation, 2025

Use Google Scholar for full citation

Recommended citation: M Xu, Y Mei, F Zhang, YS Ong, M Zhang, "Pareto Set Learning Through Genetic Programming for Multi-Objective Dynamic Scheduling." IEEE Transactions on Evolutionary Computation, 2025. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=xEiY6-AAAAAJ&sortby=pubdate&citation_for_view=xEiY6-AAAAAJ:UebtZRa9Y70C

Convergence of Expensive Multi-Objective Optimizers: From ParEGO to ExTrEMO

Published in IEEE Congress on Evolutionary Computation (CEC), 2025

Use Google Scholar for full citation

Recommended citation: H Wu, T Wei, L Jiao, M Xu, YS Ong, Y Jin, "Convergence of Expensive Multi-Objective Optimizers: From ParEGO to ExTrEMO." IEEE Congress on Evolutionary Computation (CEC), 2025. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=xEiY6-AAAAAJ&sortby=pubdate&citation_for_view=xEiY6-AAAAAJ:5nxA0vEk-isC

Dual-Tree Genetic Programming for Automated Discovery of Computing Power Network Scheduling Heuristics

Published in IEEE Congress on Evolutionary Computation (CEC), 2025

Use Google Scholar for full citation

Recommended citation: B Zhao, R Jiao, M Xu, S Liu, C Guo, S Wang, J Wang, "Dual-Tree Genetic Programming for Automated Discovery of Computing Power Network Scheduling Heuristics." IEEE Congress on Evolutionary Computation (CEC), 2025. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=xEiY6-AAAAAJ&sortby=pubdate&citation_for_view=xEiY6-AAAAAJ:0EnyYjriUFMC

Learn to Optimise for Job Shop Scheduling: A Survey with Comparison Between Genetic Programming and Reinforcement Learning

Published in Artificial Intelligence Review, 2025

Use Google Scholar for full citation

Recommended citation: M Xu, Y Mei, F Zhang, M Zhang, "Learn to Optimise for Job Shop Scheduling: A Survey with Comparison Between Genetic Programming and Reinforcement Learning." Artificial Intelligence Review, 2025. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=xEiY6-AAAAAJ&sortby=pubdate&citation_for_view=xEiY6-AAAAAJ:Se3iqnhoufwC

Quality Diversity Genetic Programming for Learning Scheduling Heuristics

Published in Proceedings of the Genetic and Evolutionary Computation Conference, 2025

Use Google Scholar for full citation

Recommended citation: M Xu, F Neumann, A Neumann, YS Ong, "Quality Diversity Genetic Programming for Learning Scheduling Heuristics." Proceedings of the Genetic and Evolutionary Computation Conference, 2025. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=xEiY6-AAAAAJ&sortby=pubdate&citation_for_view=xEiY6-AAAAAJ:8k81kl-MbHgC

Evolutionary Competitive Multiobjective Multitasking: One-Pass Optimization of Heterogeneous Pareto Solutions

Published in IEEE Transactions on Evolutionary Computation, 2025

Use Google Scholar for full citation

Recommended citation: Y Li, X Wu, W Gong, M Xu, Y Wang, Q Gu, "Evolutionary Competitive Multiobjective Multitasking: One-Pass Optimization of Heterogeneous Pareto Solutions." IEEE Transactions on Evolutionary Computation, 2025. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=xEiY6-AAAAAJ&sortby=pubdate&citation_for_view=xEiY6-AAAAAJ:roLk4NBRz8UC

Niching Genetic Programming for Co-Joint Optimization: A Case Study on Replenishment and Transshipment Policies in Dynamic Multi-Site Inventory Management

Published in Memetic Computing, 2026

Use Google Scholar for full citation

Recommended citation: M Xu, J Chen, DNC Nam, JTW En, TP Siew, OY Soon, "Niching Genetic Programming for Co-Joint Optimization: A Case Study on Replenishment and Transshipment Policies in Dynamic Multi-Site Inventory Management." Memetic Computing, 2026. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=xEiY6-AAAAAJ&sortby=pubdate&citation_for_view=xEiY6-AAAAAJ:hqOjcs7Dif8C

TransGP: Task-Conditioned Transformer-Guided Genetic Programming for Multitask Dynamic Flexible Job Shop Scheduling

Published in arXiv preprint arXiv:2604.03705, 2026

Use Google Scholar for full citation

Recommended citation: M Xu, J Liu, H Yu, YS Ong, "TransGP: Task-Conditioned Transformer-Guided Genetic Programming for Multitask Dynamic Flexible Job Shop Scheduling." arXiv preprint arXiv:2604.03705, 2026. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=xEiY6-AAAAAJ&sortby=pubdate&citation_for_view=xEiY6-AAAAAJ:dhFuZR0502QC

talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.