Efficient Multi-Objective Evolutionary Algorithm for Constrained Global Optimization of Expensive Functions. - Zhonghua Han; Fei Liu 044; Chenzhou Xu; Keshi Zhang; Qingfu Zhang 001 (CEC, 2019)

A Decomposition-Based Hybrid Algorithm for Multi-objective Vehicle Routing Problem with Time Windows. - Yiwen Wang; Fei Liu 044; Qingfu Zhang 001 (CEC, 2023)

A Two-Stage Algorithm for Integer Multiobjective Simulation Optimization. - Fei Liu 044; Qingfu Zhang 001 (EMO, 2023)

Neural Combinatorial Optimization with Heavy Decoder: Toward Large Scale Generalization. - Fu Luo; Xi Lin 001; Fei Liu 044; Qingfu Zhang 001; Zhenkun Wang 001 (NeurIPS, 2023)

Heuristics for Vehicle Routing Problem: A Survey and Recent Advances. - Fei Liu 044; Chengyu Lu; Lin Gui 006; Qingfu Zhang 001; Xialiang Tong; Mingxuan Yuan (CoRR, 2023)

Large Language Model for Multi-objective Evolutionary Optimization. - Fei Liu 044; Xi Lin 001; Zhenkun Wang 001; Shunyu Yao 002; Xialiang Tong; Mingxuan Yuan; Qingfu Zhang 001 (CoRR, 2023)

Algorithm Evolution Using Large Language Model. - Fei Liu 044; Xialiang Tong; Mingxuan Yuan; Qingfu Zhang 001 (CoRR, 2023)

MOEA/D with gradient-enhanced kriging for expensive multiobjective optimization. - Fei Liu 044; Qingfu Zhang 001; Zhonghua Han (Nat. Comput., 2023)

Multiobjective Lipschitz Bandits under Lexicographic Ordering. - Bo Xue 004; Ji Cheng 001; Fei Liu 044; Yimu Wang; Qingfu Zhang 001 (AAAI, 2024)

High-Throughput Multi-Objective Bayesian Optimization using Gradients. - Yiming Yao; Fei Liu 044; Qingfu Zhang 001 (CEC, 2024)

L-AutoDA: Large Language Models for Automatically Evolving Decision-based Adversarial Attacks. - Ping Guo 007; Fei Liu 044; Xi Lin 001; Qingchuan Zhao; Qingfu Zhang 001 (GECCO Companion, 2024)

Smooth Tchebycheff Scalarization for Multi-Objective Optimization. - Xi Lin 001; Xiaoyuan Zhang; Zhiyuan Yang 003; Fei Liu 044; Zhenkun Wang 001; Qingfu Zhang 001 (ICML, 2024)

Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model. - Fei Liu 044; Xialiang Tong; Mingxuan Yuan; Xi Lin 001; Fu Luo; Zhenkun Wang 001; Zhichao Lu; Qingfu Zhang 001 (ICML, 2024)

Prompt Learning for Generalized Vehicle Routing. - Fei Liu 044; Xi Lin 001; Weiduo Liao; Zhenkun Wang 001; Qingfu Zhang 001; Xialiang Tong; Mingxuan Yuan (IJCAI, 2024)

Multi-Task Learning for Routing Problem with Cross-Problem Zero-Shot Generalization. - Fei Liu 044; Xi Lin 001; Zhenkun Wang 001; Qingfu Zhang 001; Xialiang Tong; Mingxuan Yuan (KDD, 2024)

Evolve Cost-Aware Acquisition Functions Using Large Language Models. - Yiming Yao; Fei Liu 044; Ji Cheng 001; Qingfu Zhang 001 (PPSN (2), 2024)

Understanding the Importance of Evolutionary Search in Automated Heuristic Design with Large Language Models. - Rui Zhang 042; Fei Liu 044; Xi Lin 001; Zhenkun Wang 001; Zhichao Lu; Qingfu Zhang 001 (PPSN (2), 2024)

An Example of Evolutionary Computation + Large Language Model Beating Human: Design of Efficient Guided Local Search. - Fei Liu 044; Xialiang Tong; Mingxuan Yuan; Xi Lin 001; Fu Luo; Zhenkun Wang 001; Zhichao Lu; Qingfu Zhang 001 (CoRR, 2024)

L-AutoDA: Leveraging Large Language Models for Automated Decision-based Adversarial Attacks. - Ping Guo 007; Fei Liu 044; Xi Lin 001; Qingchuan Zhao; Qingfu Zhang 001 (CoRR, 2024)

Multi-Task Learning for Routing Problem with Cross-Problem Zero-Shot Generalization. - Fei Liu 044; Xi Lin 001; Qingfu Zhang 001; Xialiang Tong; Mingxuan Yuan (CoRR, 2024)

AutoTurb: Using Large Language Models for Automatic Algebraic Model Discovery of Turbulence Closure. - Yu Zhang 226; Kefeng Zheng; Fei Liu 044; Qingfu Zhang 001; Zhenkun Wang 001 (CoRR, 2024)

A Systematic Survey on Large Language Models for Algorithm Design. - Fei Liu 044; Yiming Yao; Ping Guo 007; Zhiyuan Yang 003; Zhe Zhao 008; Xi Lin 001; Xialiang Tong; Mingxuan Yuan; Zhichao Lu; Zhenkun Wang 001; Qingfu Zhang 001 (CoRR, 2024)

CaDA: Cross-Problem Routing Solver with Constraint-Aware Dual-Attention. - Han Li; Fei Liu 044; Zhi Zheng 009; Yu Zhang 226; Zhenkun Wang 001 (CoRR, 2024)

LLM4AD: A Platform for Algorithm Design with Large Language Model. - Fei Liu 044; Rui Zhang 042; Zhuoliang Xie; Rui Sun; Kai Li 022; Xi Lin 001; Zhenkun Wang 001; Zhichao Lu; Qinyu Zhang 001 (CoRR, 2024)

Destroy and Repair Using Hyper-Graphs for Routing. - Ke Li 001; Fei Liu 044; Zhenkun Wang 001; Qingfu Zhang 001 (AAAI, 2025)

Multi-Objective Evolution of Heuristic Using Large Language Model. - Shunyu Yao 002; Fei Liu 044; Xi Lin 001; Zhichao Lu; Zhenkun Wang 001; Qingfu Zhang 001 (AAAI, 2025)

LLM-Driven Neighborhood Search for Efficient Heuristic Design. - Zhuoliang Xie; Fei Liu 044; Zhenkun Wang 001; Qingfu Zhang 001 (CEC, 2025)

MOS-Attack: A Scalable Multi-objective Adversarial Attack Framework. - Ping Guo 007; Cheng Gong; Xi Lin 001; Fei Liu 044; Zhichao Lu; Qingfu Zhang 001; Zhenkun Wang 001 (CVPR, 2025)

Large Language Model for Multiobjective Evolutionary Optimization. - Fei Liu 044; Xi Lin 001; Shunyu Yao 002; Zhenkun Wang 001; Xialiang Tong; Mingxuan Yuan; Qingfu Zhang 001 (EMO (2), 2025)

Few for Many: Tchebycheff Set Scalarization for Many-Objective Optimization. - Xi Lin 001; Yilu Liu 002; Xiaoyuan Zhang; Fei Liu 044; Zhenkun Wang 001; Qingfu Zhang 001 (ICLR, 2025)

Destroy and Repair Using Hyper Graphs for Routing. - Ke Li 001; Fei Liu 044; Zhengkun Wang; Qingfu Zhang 001 (CoRR, 2025)

From Understanding to Excelling: Template-Free Algorithm Design through Structural-Functional Co-Evolution. - Zhe Zhao 008; Haibin Wen; Pengkun Wang 001; Ye Wei; Zaixi Zhang; Xi Lin 001; Fei Liu 044; Bo An 001; Hui Xiong 001; Yang Wang 015; Qingfu Zhang 001 (CoRR, 2025)

Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search. - Fei Liu 044; Qingfu Zhang 001; Xialiang Tong; Kun Mao 001; Mingxuan Yuan (CoRR, 2025)

Machine Learning-Assisted Multiobjective Evolutionary Algorithm for Routing and Packing. - Fei Liu 044; Qingfu Zhang 001; Qingling Zhu; Xialiang Tong; Mingxuan Yuan (IEEE Trans. Evol. Comput., 2025)

Learning to Insert for Constructive Neural Vehicle Routing Solver. - Fu Luo; Xi Lin 001; Mengyuan Zhong; Fei Liu 044; Zhenkun Wang 001; Jianyong Sun; Qingfu Zhang 001 (CoRR, 2025)

LRM-1B: Towards Large Routing Model. - Han Li; Fei Liu 044; Zhenkun Wang 001; Qingfu Zhang 001 (CoRR, 2025)

Fine-tuning Large Language Model for Automated Algorithm Design. - Fei Liu 044; Rui Zhang 042; Xi Lin 001; Zhichao Lu; Qingfu Zhang 001 (CoRR, 2025)

EoH-S: Evolution of Heuristic Set using LLMs for Automated Heuristic Design. - Fei Liu 044; Yilu Liu 002; Qingfu Zhang 001; Xialiang Tong; Mingxuan Yuan (CoRR, 2025)

Discovering Interpretable Programmatic Policies via Multimodal LLM-assisted Evolutionary Search. - Qinglong Hu; Xialiang Tong; Mingxuan Yuan; Fei Liu 044; Zhichao Lu; Qingfu Zhang 001 (CoRR, 2025)