Linhan XIA

Linhan XIA

he/him

Ph.D. student from University of Oklahoma

👋 Hi, I’m Linhan Xia

Ph.D. Student · School of Industrial & Systems Engineering · University of Oklahoma

I’m Linhan Xia (夏霖翰) — you can also call me Chris. I was born and raised in the People’s Republic of China, and I received my bachelor’s degree from Hong Kong Baptist University. I am currently pursuing a Ph.D. at the University of Oklahoma, where my work centers on model-assisted CAD generation.

Before joining OU, I was a research assistant at ICNLab, Peking University Shenzhen Graduate School, working with Prof. Kai Lei. During my undergraduate years, I worked as a research assistant at Beijing Normal University–Hong Kong Baptist University United International College (UIC) under the supervision of Prof. Ricky Yuen-tan Hou.

🔬 Research Interests
Data-driven modeling
Continuous-time neural architectures, sequence modeling, and representation learning.
Time-Series Forecasting
Benchmarking and designing models for high-frequency and limit-order-book data.
Financial Data Analytics
Crypto market microstructure, quantitative signals, and systematic trading research.
📰 News
  • Apr 2026 Accepted 🎉 Our paper "Liquid Time Constant Neural Networks for Crypto LOB Prediction: A Benchmark Study" (Paper #5901) has been accepted by KSEM 2026 as an AICom2 paper. Many thanks to the program committee and all collaborators!
📚 Publications

Bold indicates myself; * indicates corresponding author.

Under Review / Preprints
  1. Linhan Xia, Rui Zhu, Shivakumar Raman, Lee Graves, Yifu Li*
    VeriCAD: Compiler-Grounded Reinforcement Learning for Executable and Aligned Text-to-CAD Generation
    Under Review
  2. Linhan Xia, Rui Zhu, Shivakumar Raman, Lee Graves, Yifu Li*
    CPD-LLM: Customized Product Design (CPD) via a Design Syntax-Aware Large Language Model (LLM)
    Under Review
  3. Qiankang Xv, Haixiao Hu, Linhan Xia, Jingjing Wang, Weifan Lin, Yu Guo, Xianneng Zou, Kai Lei*
    Mamba4Net-MoE: Efficient Multi-Task Network Intelligence via Mixture-of-Experts Distillation on Linear State Space Models
    Under Review
  4. Linhan Xia, Yicheng Yang, Ziou Chen, Zheng Yang, Shengxin Zhu*
    Movie Recommendation with Poster Attention via Multi-modal Transformer Feature Fusion
    arXiv Preprint
Conference Papers
  1. Linhan Xia, Mingzhan Yang, Jingjing Wang, Ziwei Yan, Yakun Ren, Guo Yu, Kai Lei*
    Mamba4Net: Distilled Hybrid Mamba Large Language Models for Networking
    CCF-B EI The 33rd IEEE International Conference on Network Protocols (ICNP 2025)
  2. Linhan Xia, Guohui Yuan, Shengnan Tao, Yujing Qiu, Guo Yu, Kai Lei*
    Fine-tuned Poly Encoders for Word Sense Disambiguation
    CCF-C The 18th International Conference on Knowledge Science, Engineering and Management (KSEM 2025)
  3. Linhan Xia, Jiaxin Cai, Ricky Yuen-Tan Hou*, Seon-Phil Jeong
    Quantification and Validation for Degree of Understanding in M2M Semantic Communications
    EI 24th International Conference on Communication Technology (ICCT)
  4. Linhan Xia*, Junbang Liu, Tong Wu
    Depth Estimation Algorithm Based on Transformer-Encoder and Feature Fusion
    EI 7th International Conference on Advanced Algorithms and Control Engineering (AACE)
  5. Linhan Xia*, Jinyuan Zhang, Bohan Wen
    Optimization Decision Model of Vegetable Stock and Pricing Based on TCN-Attention and Genetic Algorithm
    EI 4th International Conference on Computer Science and Management Technology (ICCSMT)
  6. Linhan Xia*
    Chinese Financial Comments Sentiment Detection Based on the Bert-TCN Model with HowNet Disambiguation
    EI 3rd International Conference on Digital Economy and Computer Application (ICDECA)
Patents
  1. Kai Lei, Jie Jiang, Linhan Xia, Xianneng Zou, Chenghao Ma, Shikun Zhang, Bing Cui, Ziwei Yan, Haiyang Zheng
    Network Task Model Construction Method Based on Cross-Architecture Knowledge Distillation
    Patent Chinese Patent No. CN121396808A
🎓 Education
  • University of Oklahoma — Ph.D. in Industrial & Systems Engineering
    Norman, OK, USA · In progress
  • Hong Kong Baptist University (UIC) — B.Sc.
    Zhuhai, China

💬 Let’s connect. If you are interested in my research, exploring potential collaborations, or just want to say hi, feel free to reach out at linhan.xia@ou.edu.