Profile

 I am a machine learning researcher specializing in graph mining and recommendation systems, and I currently work closely with Junwei Pan and Menglin Yang. I was previously affiliated with MBZUAI, advised by Xiuying Chen (MBZUAI), Shangsong Liang (Sun Yat-sen University), and Kun Zhang (MBZUAI & CMU). Additionally, I have been fortunate to collaborate with several outstanding researchers, including Dongsheng Luo (Florida International University) and Yifan Chen (Hong Kong Baptist University).

 I earned my bachelor’s degree from the School of Electronic and Information Engineering at South China University of Technology (华南理工大学, SCUT) and had a rewarding research experience at the Institute of Automation, Chinese Academy of Sciences. My research interests broadly center on Scalability in Machine Learning, Signal Processing and Information Theory, with a particular focus on Geometric & Graph-structured Data. I also explore their implications for applications such as Graph Anomaly Detection and Scene Graph Generation. Recently, I began to pay my attention to LLM for Scientific Discovery.

I am seeking a Ph.D. opportunity. Also, I am open to chat on the intersection of graphs, signal processing, and LLMs. Feel free to drop me a mail :)

Academic Outcome(s)

• KDD'25  Partition-wise Graph Filtering: A Unified Perspective Through the Lens of Graph Coarsening [paper] [code]
  Guoming Li, Jian Yang, Yifan Chen
  The 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining
• WWW'25  Polynomial Selection in Spectral Graph Neural Networks: An Error-Sum of Function Slices Approach [paper] [code]
  Guoming Li, Jian Yang, Shangsong Liang, Dongsheng Luo
  The ACM Web Conference 2025
• ICASSP'25  ERGNN: Spectral Graph Neural Network with Explicitly-optimized Rational Graph Filters [paper]
  Guoming Li, Jian Yang, Shangsong Liang
  2025 IEEE International Conference on Acoustics, Speech, and Signal Processing
• ECCV'24  MLPHand: Real Time Multi-View 3D Hand Mesh Reconstruction via MLP Modeling [paper] [code]
  Jian Yang*, Jiakun Li*, Guoming Li*, Zhen Shen, Huai-Yu Wu, Zhaoxin Fan
  The 18th European Conference on Computer Vision
• Under Review  On scalable training of heterophilic GNNs.
  Guoming Li, Jian Yang, Xukun Wang, Zixiao Wang, Shangsong Liang, Yifan Chen
  
• Under Review  Scaling recommendation models theoretically.
  Guoming Li, Jian Yang, Junwei Pan, Shangyu Zhang, Yi Yang, Chao Zhou, Shudong Huang, Haijie Gu, Yifei Zhang, Menglin Yang
  
• Under Review  Revisiting effective rank dynamics in recommenders.
  Guoming Li, Shangyu Zhang, Junwei Pan, Wentao Ning, Jin Chen, Gengsheng Xue, Chao Zhou, Shudong Huang, Haijie Gu, Menglin Yang
  
• Under Review  On efficient audio-driven facial animation.
  Jian Yang, Guoming Li, Hairong Shi, Chenyue Liang, Jintao Chen, Chengyu Bai, Jian Liang, Bin Liang, Zhaoxin Fan
  
• Under Review  Lipschitz-Driven Noise Robustness in VQ-AE for High-Frequency Texture Repair in ID-Specific Talking Heads
  Jian Yang, Xukun Wang, Guoming Li, Wentao Wang, Qihang Fang, Ruihong Yuan, Tianyang Wang, Xiaomei Zhang, Yeying Jin, Zhaoxin Fan
  
• Under Review  On LLM-based translation for academic text.
  Zixiao Wang, Duzhen Zhang, Juntian Zhang, Yuhan Liu, Guoming Li, Haolun Wu, Le Song, Xiuying Chen
  
• Preprint  Spectral GNN via Two-dimensional (2-D) Graph Convolution [paper]
  Guoming Li, Jian Yang, Shangsong Liang, Dongsheng Luo
  Arxiv preprint

Experience(s)

• Research Internship, HKUST-GZ & Tencent, 2025 - present
• Research Collaboration, SF Technology, 2025 - present
• Visiting Research Assistant, Hong Kong Baptist University, 2024 - 2025
• Research Internship, Florida International University, 2022 - 2024
• Communication System (RF) Engineer, China Telecom Guangzhou Research Institute, 2020 - 2021
• Undergraduate Research, South China University of Technology, 2018 - 2020

Academic Service(s)

• Conference Reviewer: ICLR 2026; WWW 2025; ICASSP 2023/2024/2025; KDD 2025; CIKM 2024; ICDM 2024; etc.
• Journal Reviewer: N/A