Zhilin Huang

🧑‍🎓 Biography

I received my Ph.D. degree in Information and Communication Engineering from Tsinghua University in 2026, my M.S. degree in Computer Application Technology from Peking University in 2022, and my B.S. degree in Communication Engineering from Harbin Institute of Technology in 2019. I am currently a Supervisor at the Power Dispatch and Control Center of China Southern Power Grid (CSG). My research interests include AI for Science, Graph Neural Networks and Self-supervised Learning.


🎓 Education

Ph.D, Tsinghua University
Information and Communication Engineering, 2022.09 - 2026.07

M.S., Peking University
Computer Application Technology, 2019.09 - 2022.07

B.S., Harbin Institute of Technology
Communication Engineering, 2015.09 - 2019.07


💼 Research Experience

Research Intern, Qwen Business Unit, Alibaba
2025.12 - 2026.07
Large Reasoning Model

Research Intern, AIG Group, AMD
2024.07 - 2025.01
Video Editing

Research Intern, AI-Lab, ByteDance
2021.04 - 2021.11
Self-supervised Learning, Multi-modal Learning


🏆 Honors and Awards

  • National Scholarship for Doctoral Students (National Award)
  • Tsinghua University Graduate with Merit
  • Tsinghua University Merit Student
  • Tsinghua University Comprehensive Scholarship
  • Peking University Outstanding Research Award

📝 Main Papers

First author or *Equal contribution:

Static Badge Disentangled Diffusion Model for 3D Molecular Generation with Protein-Ligand Interaction Priors
Z Huang, L Yang, C Qin, Y Xing, H Yu, X Zhou, B Zheng, Y Wang, X Gao, W Yang

Static Badge Enhanced Motion-aware Latent Diffusion Models for Video Frame Interpolation
Z Huang, C Qin, Y Xing, W Yang

Static Badge Motion-aware Latent Diffusion Models for Video Frame Interpolation
Z Huang, Y Yu, L Yang, C Qin, B Zheng, X Zheng, Z Zhou, Y Wang, W Yang
[paper]

Static Badge Interaction-based Retrieval-augmented Diffusion Models for Protein-specific 3D Molecule Generation
Z Huang, L Yang, X Zhou, C Qin, Y Yu, X Zheng, Z Zhou, W Zhang, Y Wang, W Yang
[paper] [code]

Static Badge Efficient Event Stream Super-Resolution with Recursive Multi-Branch Fusion
Q Liang*, Z Huang*, X Zheng, F Yang, J Peng, K Huang, Y Tian
[paper] [code]

Static Badge Bilateral Event Mining and Complementary for Event Stream Super-Resolution (Oral)
Z Huang, Q Liang, Y Yu, C Qin, X Zheng, K Huang, Z Zhou, W Yang
[paper] [code]

Static Badge Protein-Ligand Interaction Prior for Binding-aware 3D Molecule Diffusion Models
Z Huang, L Yang, X Zhou, Z Zhang, W Zhang, X Zheng, J Chen, Y Wang, B Cui, W Yang
[paper] [code]

Static Badge Binding-Adaptive Diffusion Models for Structure-Based Drug Design
Z Huang, L Yang, Z Zhang, X Zhou, Y Bao, X Zheng, Y Yang, Y Wang, W Yang
[paper] [code]

Static Badge Diffusion-Based Scene Graph to Image Generation with Masked Contrastive Pre-Training
L Yang*, Z Huang*, Y Song, S Hong, G Li, W Zhang, B Cui, B Ghanem, M Yang
[paper] [code]


📮 Contact Me

  • Email: zerinhwang03 [at] pku [dot] edu [dot] cn; huangzhilin3 [at] csg [dot] cn
  • WeChat: zerinhwang03