Zhou, Jianan

11 publications

ICLR 2026 An Agentic Framework with LLMs for Solving Complex Vehicle Routing Problems Ni Zhang, Zhiguang Cao, Jianan Zhou, Cong Zhang, Yew-Soon Ong

ICLR 2026 Generalizable Heuristic Generation Through LLMs with Meta-Optimization Yiding Shi, Jianan Zhou, Wen Song, Jieyi Bi, Yaoxin Wu, Zhiguang Cao, Jie Zhang

ICLR 2026 Towards Efficient Constraint Handling in Neural Solvers for Routing Problems Jieyi Bi, Zhiguang Cao, Jianan Zhou, Wen Song, Yaoxin Wu, Jie Zhang, Yining Ma, Cathy Wu

NeurIPS 2025 Preference-Driven Multi-Objective Combinatorial Optimization with Conditional Computation Mingfeng Fan, Jianan Zhou, Yifeng Zhang, Yaoxin Wu, Jinbiao Chen, Guillaume Adrien Sartoretti

ICLR 2025 Rethinking Light Decoder-Based Solvers for Vehicle Routing Problems Ziwei Huang, Jianan Zhou, Zhiguang Cao, Yixin Xu

ICML 2025 SHIELD: Multi-Task Multi-Distribution Vehicle Routing Solver with Sparsity and Hierarchy Yong Liang Goh, Zhiguang Cao, Yining Ma, Jianan Zhou, Mohammed Haroon Dupty, Wee Sun Lee

NeurIPS 2024 Collaboration! Towards Robust Neural Methods for Routing Problems Jianan Zhou, Yaoxin Wu, Zhiguang Cao, Wen Song, Jie Zhang, Zhiqi Shen

NeurIPS 2024 Learning to Handle Complex Constraints for Vehicle Routing Problems Jieyi Bi, Yining Ma, Jianan Zhou, Wen Song, Zhiguang Cao, Yaoxin Wu, Jie Zhang

ICML 2024 MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts Jianan Zhou, Zhiguang Cao, Yaoxin Wu, Wen Song, Yining Ma, Jie Zhang, Xu Chi

ICML 2023 Towards Omni-Generalizable Neural Methods for Vehicle Routing Problems Jianan Zhou, Yaoxin Wu, Wen Song, Zhiguang Cao, Jie Zhang

NeurIPS 2022 Adversarial Training with Complementary Labels: On the Benefit of Gradually Informative Attacks Jianan Zhou, Jianing Zhu, Jingfeng Zhang, Tongliang Liu, Gang Niu, Bo Han, Masashi Sugiyama