Qingfu Zhang
- Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model
2024/01/04 by Fei Liu, Liu, Fei, Xialiang Tong +13 · 59 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Metaheuristic Optimization Algorithms Research #Multimodal Machine Learning Applications #Neural and Evolutionary Computing (cs.NE) #Speech and dialogue systems
- Neural Combinatorial Optimization with Heavy Decoder: Toward Large Scale Generalization
2023/10/12 by Fu Luo, Xi Lin, Luo, Fu +7 · 27 citations
Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Neural and Evolutionary Computing (cs.NE) #Optimization and Control (math.OC) #Vehicle Routing Optimization Methods
- Pareto Set Learning for Neural Multi-objective Combinatorial Optimization
2022/03/29 by Xi Lin, Lin, Xi, Zhiyuan Yang +3 · 9 citations
Computer Science · Engineering · #Advanced Manufacturing and Logistics Optimization #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Neural and Evolutionary Computing (cs.NE) #Optimization and Control (math.OC)
- A Systematic Survey on Large Language Models for Algorithm Design
2024/10/11 by Fei Liu, Liu, Fei, Yiming Yao +20 · 16 citations
Computer Science · Health Professions · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Text and Document Classification Technologies #Topic Modeling
- Multi-objective Evolution of Heuristic Using Large Language Model
2024/09/25 by Shunyu Yao, Yao, Shunyu, Fei Liu +9 · 12 citations
Computer Science · #Advanced Text Analysis Techniques #Text and Document Classification Technologies #Topic Modeling
- Smooth Tchebycheff Scalarization for Multi-Objective Optimization
2024/02/29 by Xi Lin, Xiaoyuan Zhang, Lin, Xi +9 · 9 citations
Computer Science · Engineering · #Advanced Control Systems Optimization #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Optimization and Control (math.OC)
- TokLIP: Marry Visual Tokens to CLIP for Multimodal Comprehension and Generation
2025/05/08 by Haokun Lin, Teng Wang, Lin, Haokun +15 · 20 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Multimodal Machine Learning Applications
- Understanding the Importance of Evolutionary Search in Automated Heuristic Design with Large Language Models
2024/07/15 by Rui Zhang, Fei Liu, Zhang, Rui +9 · 6 citations
Engineering · #Artificial Intelligence (cs.AI) #Design Education and Practice #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE)
- LLM4AD: A Platform for Algorithm Design with Large Language Model
2024/12/23 by Fei Liu, Rui Zhang, Liu, Fei +18 · 7 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Natural Language Processing Techniques
- Reinforcement Fine-Tuning Naturally Mitigates Forgetting in Continual Post-Training
2025/07/07 by Song Lai, Lai, Song, Hongyun Zhao +22 · 12 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Topic Modeling #Multimodal Machine Learning Applications
- Gradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and Beyond
2025/01/19 by Weiyu Chen, Baijiong Lin, Chen, Weiyu +11 · 6 citations
Computer Science · #Machine Learning and Data Classification
- LibMOON: A Gradient-based MultiObjective OptimizatioN Library in PyTorch
2024/09/04 by Xiaoyuan Zhang, Liang Zhao, Zhang, Xiaoyuan +11 · 4 citations
Computer Science · #Computer Graphics and Visualization Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Mathematical Software (cs.MS) #Optimization and Control (math.OC)
- PPLS/D: Parallel Pareto Local Search based on Decomposition
2017/09/28 by Jialong Shi, Qingfu Zhang, Shi, Jialong +2 · 1 citation
Computer Science · Engineering · #Advanced Control Systems Optimization #Advanced Multi-Objective Optimization Algorithms #Distributed #FOS: Computer and information sciences #Metaheuristic Optimization Algorithms Research #Parallel #and Cluster Computing (cs.DC)
- Multi-View Spectral Clustering Tailored Tensor Low-Rank Representation
2020/04/30 by Yuheng Jia, Jia, Yuheng, Hui Liu +7 · 1 citation
Computer Science · Engineering · Medicine · #Advanced Neuroimaging Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Medical Image Segmentation Techniques #Sparse and Compressive Sensing Techniques
- Self-Improved Learning for Scalable Neural Combinatorial Optimization
2024/03/28 by Fu Luo, Xi Lin, Luo, Fu +9 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
- Multimodal LLM-assisted Evolutionary Search for Programmatic Control Policies
2025/08/07 by Qinglong Hu, Hu, Qinglong, Xialiang Tong +9 · 2 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Neural and Evolutionary Computing (cs.NE) #Reinforcement Learning in Robotics #Topic Modeling
- Few for Many: Tchebycheff Set Scalarization for Many-Objective Optimization
2024/05/30 by Xi Lin, Yilu Liu, Lin, Xi +9 · 2 citations
Computer Science · #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Optimization and Control (math.OC)
- CoEvo: Continual Evolution of Symbolic Solutions Using Large Language Models
2024/12/25 by Ping Guo, Guo, Ping, Qingfu Zhang +2 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Neural and Evolutionary Computing (cs.NE) #Topic Modeling
- Exploring the Adversarial Frontier: Quantifying Robustness via Adversarial Hypervolume
2024/03/08 by Ping Guo, Cheng Gong, Guo, Ping +7 · 1 citation
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG)
- Destroy and Repair Using Hyper Graphs for Routing
2025/02/22 by Lian Li, Li, Ke, Fei Liu +5 · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Advanced Graph Theory Research #Artificial Intelligence (cs.AI) #DNA and Biological Computing #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
- Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search
2025/04/28 by Fei Liu, Qingfu Zhang, Liu, Fei +9 · 2 citations
Computer Science · #Machine Learning and Data Classification #Big Data and Digital Economy #Natural Language Processing Techniques
- AgenticCANN: Automated Ascend C Operator Generation via Knowledge-Augmented Agentic Evolution
2026/07/29 by Junhao Qiu, Zidong Wang, Yansong Sun +3
Computer Science · #cs.AI