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Yuan, Mingxuan

  1. Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model
    2024/01/04 by Fei Liu, Xialiang Tong, Liu, Fei +13 · 66 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
  2. BetterV: Controlled Verilog Generation with Discriminative Guidance
    2024/02/03 by Pei, Zehua, Hui‐Ling Zhen, Mingxuan Yuan +6 · 34 citations
    Computer Science · #Human Pose and Action Recognition #Video Analysis and Summarization #Multimodal Machine Learning Applications
  3. A Survey for Solving Mixed Integer Programming via Machine Learning
    2022/03/06 by Jiayi Zhang, Chang Liu, Zhang, Jiayi +9 · 11 citations
    Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Process Optimization and Integration #Scheduling and Optimization Algorithms #Vehicle Routing Optimization Methods
  4. A Systematic Survey on Large Language Models for Algorithm Design
    2024/10/11 by Fei Liu, Liu, Fei, Yiming Yao +20 · 19 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
  5. LLM4EDA: Emerging Progress in Large Language Models for Electronic Design Automation
    2023/12/28 by Ruizhe Zhong, Zhong, Ruizhe, Xingbo Du +17 · 11 citations
    Computer Science · Engineering · Materials Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Machine Learning in Materials Science #Software Engineering Research
  6. Learning Cut Selection for Mixed-Integer Linear Programming via Hierarchical Sequence Model
    2023/02/01 by Zhihai Wang, Xijun Li, Wang, Zhihai +13 · 8 citations
    Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Formal Methods in Verification #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Vehicle Routing Optimization Methods
  7. RTLRewriter: Methodologies for Large Models aided RTL Code Optimization
    2024/09/04 by Yao, Xufeng, Wang, Yiwen, Li, Xing +6 · 14 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Software Engineering (cs.SE)
  8. DeepGate2: Functionality-Aware Circuit Representation Learning
    2023/05/25 by Zhengyuan Shi, Hongyang Pan, Shi, Zhengyuan +17 · 9 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Low-power high-performance VLSI design #Machine Learning (cs.LG) #VLSI and Analog Circuit Testing
  9. Multi-Task Learning for Routing Problem with Cross-Problem Zero-Shot Generalization
    2024/02/23 by Fei Liu, Liu, Fei, Xi Lin +8 · 10 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM #Optimization and Search Problems #Text and Document Classification Technologies
  10. Unlocking Efficient Long-to-Short LLM Reasoning with Model Merging
    2025/03/26 by Han Wu, Wu, Han, Yuxuan Yao +16 · 19 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Semantic Web and Ontologies
  11. UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization Problems
    2024/06/29 by Zhi Zheng, Zheng, Zhi, Changliang Zhou +7 · 8 citations
    Computer Science · #Advanced Database Systems and Queries #Artificial Intelligence (cs.AI) #Cognitive Computing and Networks #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE)
  12. An Improved Reinforcement Learning Algorithm for Learning to Branch
    2022/01/17 by Qingyu Qu, Qu, Qingyu, Xijun Li +15 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Data Classification #Optimization and Control (math.OC) #Semantic Web and Ontologies
  13. HDLdebugger: Streamlining HDL debugging with Large Language Models
    2024/03/18 by Yao, Xufeng, Li, Haoyang, Chan, Tsz Ho +5 · 7 citations
    #Artificial Intelligence (cs.AI) #Computational Engineering #FOS: Computer and information sciences #Finance #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Software Engineering (cs.SE) #and Science (cs.CE)
  14. Algorithm Evolution Using Large Language Model
    2023/11/26 by Fei Liu, Xialiang Tong, Liu, Fei +5 · 7 citations
    Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Language and cultural evolution #Machine Learning (cs.LG) #Natural Language Processing Techniques #Neural and Evolutionary Computing (cs.NE) #Topic Modeling
  15. Learning to Select Cuts for Efficient Mixed-Integer Programming
    2021/05/28 by Huang, Zeren, Wang, Kerong, Liu, Furui +6 · 3 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
  16. LLM4AD: A Platform for Algorithm Design with Large Language Model
    2024/12/23 by Fei Liu, Rui Zhang, Liu, Fei +18 · 8 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Natural Language Processing Techniques
  17. Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting
    2020/02/25 by Shi, Qiquan, Yin, Jiaming, Cai, Jiajun +5 · 2 citations
    #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Signal Processing (eess.SP) #electronic engineering #information engineering
  18. Learning to Optimize Industry-Scale Dynamic Pickup and Delivery Problems
    2021/05/27 by Li Xijun, Weilin Luo, Li, Xijun +13 · 2 citations
    Engineering · #Transportation and Mobility Innovations #Vehicle Routing Optimization Methods #Urban and Freight Transport Logistics
  19. Machine Learning Insides OptVerse AI Solver: Design Principles and Applications
    2024/01/11 by Xijun Li, Li, Xijun, Fangzhou Zhu +49 · 4 citations
    Computer Science · Psychology · #Neural Networks and Reservoir Computing #Educational Games and Gamification #Artificial Intelligence in Games
  20. Large Language Model for Multi-objective Evolutionary Optimization
    2023/10/19 by Liu, Fei, Lin, Xi, Wang, Zhenkun +4 · 3 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE)
  21. Benchmarking End-To-End Performance of AI-Based Chip Placement Algorithms
    2024/07/03 by Wang, Zhihai, Geng, Zijie, Tu, Zhaojie +12 · 5 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR)
  22. Accelerating Large Language Model Reasoning via Speculative Search
    2025/05/03 by Wang, Zhihai, Wang, Jie, Pan, Jilai +5 · 8 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  23. PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling
    2024/02/27 by Ruizhe Zhong, Zhong, Ruizhe, Junjie Ye +11 · 3 citations
    Engineering · Computer Science · #Low-power high-performance VLSI design #VLSI and FPGA Design Techniques #VLSI and Analog Circuit Testing
  24. Circuit Transformer: A Transformer That Preserves Logical Equivalence
    2024/03/14 by Li, Xihan, Li, Xing, Chen, Lei +3 · 3 citations
    #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
  25. KVTuner: Sensitivity-Aware Layer-Wise Mixed-Precision KV Cache Quantization for Efficient and Nearly Lossless LLM Inference
    2025/02/06 by Li, Xing, Xing, Zeyu, Li, Yiming +6 · 5 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  26. SGDP: A Stream-Graph Neural Network Based Data Prefetcher
    2023/04/07 by Yang, Yiyuan, Li, Rongshang, Shi, Qiquan +4 · 2 citations
    #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Operating Systems (cs.OS) #Parallel #and Cluster Computing (cs.DC)
  27. Heuristics for Vehicle Routing Problem: A Survey and Recent Advances
    2023/03/01 by Liu, Fei, Lu, Chengyu, Gui, Lin +3 · 2 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Optimization and Control (math.OC)
  28. Learning to Cut via Hierarchical Sequence/Set Model for Efficient Mixed-Integer Programming
    2024/04/19 by Wang, Jie, Wang, Zhihai, Li, Xijun +7 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
  29. A Circuit Domain Generalization Framework for Efficient Logic Synthesis in Chip Design
    2023/08/22 by Zhihai Wang, Lei Chen, Wang, Zhihai +17 · 2 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Low-power high-performance VLSI design #VLSI and Analog Circuit Testing #VLSI and FPGA Design Techniques
  30. DPN: Decoupling Partition and Navigation for Neural Solvers of Min-max Vehicle Routing Problems
    2024/05/27 by Zheng Zhi, Zheng, Zhi, Shunyu Yao +9 · 3 citations
    Engineering · #Advanced Manufacturing and Logistics Optimization #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Vehicle License Plate Recognition #Vehicle Routing Optimization Methods
  31. HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking
    2025/05/05 by Runquan Gui, Zhihai Wang, Gui, Runquan +17 · 7 citations
    Computer Science · #AI-based Problem Solving and Planning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
  32. Instance-Conditioned Adaptation for Large-scale Generalization of Neural Routing Solver
    2024/05/03 by Zhou, Changliang, Lin, Xi, Wang, Zhenkun +3 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
  33. ARS: Automatic Routing Solver with Large Language Models
    2025/02/21 by Li, Kai, Liu, Fei, Wang, Zhenkun +4 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  34. Self-Improved Learning for Scalable Neural Combinatorial Optimization
    2024/03/28 by Fu Luo, Luo, Fu, Xi Lin +9 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
  35. CMoE: Converting Mixture-of-Experts from Dense to Accelerate LLM Inference
    2025/02/06 by Pei, Zehua, Zou, Lancheng, Zhen, Hui-Ling +5 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  36. EoH-S: Evolution of Heuristic Set using LLMs for Automated Heuristic Design
    2025/08/05 by Liu, Fei, Liu, Yilu, Zhang, Qingfu +2 · 4 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
  37. Learning-Aided Heuristics Design for Storage System
    2021/06/14 by Tang, Yingtian, Lu, Han, Li, Xijun +3 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
  38. Context-aware Telco Outdoor Localization
    2021/08/24 by Yige Zhang, Zhang, Yige, Weixiong Rao +7 · 1 citation
    Computer Science · Engineering · #FOS: Computer and information sciences #Indoor and Outdoor Localization Technologies #Networking and Internet Architecture (cs.NI) #Robotics and Sensor-Based Localization #Speech and Audio Processing
  39. MixPE: Quantization and Hardware Co-design for Efficient LLM Inference
    2024/11/25 by Zhang, Yu, Wang, Mingzi, Zou, Lancheng +4 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
  40. Learning to Reformulate for Linear Programming
    2022/01/17 by Xijun Li, Qingyu Qu, Li, Xijun +11 · 1 citation
    Business, Management and Accounting · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Process Optimization and Integration #Scheduling and Optimization Algorithms #Supply Chain and Inventory Management
  41. AttentionPredictor: Temporal Patterns Matter for KV Cache Compression
    2025/02/06 by Qingyue Yang, Jie Wang, Yang, Qingyue +19 · 3 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling
  42. Multimodal LLM-assisted Evolutionary Search for Programmatic Control Policies
    2025/08/07 by Qinglong Hu, Xialiang Tong, Hu, Qinglong +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
  43. HardSATGEN: Understanding the Difficulty of Hard SAT Formula Generation and A Strong Structure-Hardness-Aware Baseline
    2023/02/04 by Li, Yang, Chen, Xinyan, Guo, Wenxuan +6 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  44. Conflict-driven Structural Learning Towards Higher Coverage Rate in ATPG
    2023/03/04 by Zhen, Hui-Ling, Wang, Naixing, Huang, Junhua +3 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE)
  45. From Pruning to Grafting: Dynamic Knowledge Redistribution via Learnable Layer Fusion
    2024/11/21 by Zehua Pei, Hui-Ling Zhen, Pei, Zehua +9 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Time Series Analysis and Forecasting
  46. The Graph's Apprentice: Teaching an LLM Low Level Knowledge for Circuit Quality Estimation
    2024/10/30 by Moravej, Reza, Bodhe, Saurabh, Zhang, Zhanguang +6 · 2 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
  47. A Survey of Optimization Modeling Meets LLMs: Progress and Future Directions
    2025/08/12 by Xiao, Ziyang, Xie, Jingrong, Xu, Lilin +15 · 6 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
  48. Timing-Driven Global Placement by Efficient Critical Path Extraction
    2025/02/28 by Shi, Yunqi, Xu, Siyuan, Kai, Shixiong +4 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR)
  49. DiLA: Enhancing LLM Tool Learning with Differential Logic Layer
    2024/02/19 by Yu Zhang, Zhang, Yu, Hui‐Ling Zhen +11 · 2 citations
    Computer Science · #Formal Methods in Verification
  50. GraSS: Combining Graph Neural Networks with Expert Knowledge for SAT Solver Selection
    2024/05/17 by Zhanguang Zhang, Zhang, Zhanguang, Didier Chételat +17 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model-Driven Software Engineering Techniques #Software Engineering Research #Software Engineering Techniques and Practices
  51. SmoothGNN: Smoothing-aware GNN for Unsupervised Node Anomaly Detection
    2024/05/27 by Dong, Xiangyu, Zhang, Xingyi, Sun, Yanni +3 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  52. MoLAE: Mixture of Latent Experts for Parameter-Efficient Language Models
    2025/03/29 by Zehua Liu, Liu, Zehua, Han Wu +11 · 2 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Speech Recognition and Synthesis
  53. LoRE-Merging: Exploring Low-Rank Estimation For Large Language Model Merging
    2025/02/15 by Zehua Liu, Han Wu, Liu, Zehua +11 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  54. MTLSO: A Multi-Task Learning Approach for Logic Synthesis Optimization
    2024/09/09 by Faez, Faezeh, Karimi, Raika, Zhang, Yingxue +4 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  55. Logic Synthesis with Generative Deep Neural Networks
    2024/06/07 by Li, Xihan, Li, Xing, Chen, Lei +3 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Logic in Computer Science (cs.LO)
  56. Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search
    2025/04/28 by Fei Liu, Liu, Fei, Qingfu Zhang +9 · 2 citations
    Computer Science · #Machine Learning and Data Classification #Big Data and Digital Economy #Natural Language Processing Techniques
  57. TrimR: Verifier-based Training-Free Thinking Compression for Efficient Test-Time Scaling
    2025/05/22 by Lin, Weizhe, Li, Xing, Yang, Zhiyuan +7 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  58. Behavioral Fingerprinting of Large Language Models
    2025/09/02 by Zehua Pei, Pei, Zehua, H Zhen +13 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  59. Certifying Language Model Robustness with Fuzzed Randomized Smoothing: An Efficient Defense Against Backdoor Attacks
    2025/02/09 by He, Bowei, Yin, Lihao, Zhen, Hui-Ling +4 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  60. 1bit-Merging: Dynamic Quantized Merging for Large Language Models
    2025/02/15 by Shuqi Liu, Liu, Shuqi, Bowei He +12 · 1 citation
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multi-Agent Systems and Negotiation #Semantic Web and Ontologies #Topic Modeling
  61. SpaceGNN: Multi-Space Graph Neural Network for Node Anomaly Detection with Extremely Limited Labels
    2025/02/05 by Xiangyu Dong, Xingyi Zhang, Dong, Xiangyu +7 · 2 citations
    Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI