I’m currently a second year Ph.D. candidate at IIoT Research Center, Shanghai Jiao Tong University, where I have the honor to be supervised by Prof. Xinbing Wang and Prof. Guanjie Zheng. Now I work closely with Lei Bai research scientist from Shanghai AI Laboratory.

I received my bachelor’s degree from Chongxin College at Shandong University in 2022, surpervised by Prof. Hongchao Zhou and Prof. Hailiang Xiong.

My research interests include time series, spatio-temporal data mining, knowledge graph and AI for Science. I’m currently working on missing problems in spatio-temporal data and multivariate time series. What’s more, I’m trying to use LLMs to solve time series and spatio-temporal data mining problems and contribute to the development of multimodal foundation models. I am collaborating with Prof. Kun Zhang in Geoscience to explore the application of AI in cross-disciplinary research.

I am looking for collaborations and am also open to interested undergraduate interns. Please feel free to contact me!

📝 Publications

• CIKM 2024 MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation
  Jianping Zhou, Junhao Li, Guanjie Zheng, Xinbing Wang, Chenghu Zhou
  ACM International Conference on Information and Knowledge Management, 2024 (CCF-B)
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• ICASSP 2024 Towards Controlled Table-to-Text Generation with Scientific Reasoning
  Zhixin Guo, Jianping Zhou, Jiexing Qi, Mingxuan Yan, Ziwei He, Guanjie Zheng, Zhouhan Lin, Xinbing Wang, Chenghu Zhou
  IEEE International Conference on Acoustics, Speech and Signal Processing, 2024 (CCF-B)
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• ICPR 2024 SWave: Improving Vocoder Efficiency by Straightening the Waveform Generation Path
  Pan Liu, Jianping Zhou, Xiaohua Tian, Zhouhan Lin
  International Conference on Pattern Recognition, 2024 (清华 B 类, CCF-C)
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• TASLP 2023 Adapting Knowledge for Few-shot Table-to-Text Generation
  Zhixin Guo, Minyxuan Yan, Jiexing Qi, Jianping Zhou, Ziwei He, Guanjie Zheng, Xinbing Wang, Chenghu Zhou
  Transactions on Audio, Speech and Language Processing, 2023 (CCF-B)
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• arXiv 2024 MagiNet: Mask-Aware Graph Imputation Network for Incomplete Traffic Data
  Jianping Zhou, Bin Lu, Zhanyu Liu, Siyu Pan, Xuejun Feng, Hua Wei, Guanjie Zheng, Xinbing Wang, Chenghu Zhou
  arXiv (preprint), 2024
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• arXiv 2024 GeoViz: A Multi-View Visualization Platform for Spatio-temporal Knowledge Graph
  Jianping Zhou, Junhao Li, Guanjie Zheng, Yunqiang Zhu, Xinbing Wang, Chenghu Zhou
  arXiv (preprint), 2024
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• arXiv 2024 AceMap: Knowledge Discovery through Academic Graph
  Xinbing Wang, Jianping Zhou, et al.
  arXiv (preprint), 2024
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🚀 Projects

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Knowledge Fusion: An Advanced Platform for Efficient Multimodal Data Integration from Geoscience Literature

• DDE Knowledge Fusion is a one-stop multimodal knowledge fusion system for geoscientific literature, supporting the table extraction and table fusion from geoscience literature, as well as the extraction of knowledge tuples from text to construct knowledge graphs. We have completed the fusion of global Sm-Nd isotope tabular data and the construction of a global knowledge graph of debris flow. This project is supported by Deep-time Digital Earth (DDE) International Big Science Program.

• Remote Sensing 2024 GeoKnowledgeFusion: A Platform for Multimodal Data Compilation from Geoscience Literature (SCI Q2)
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• EGU 2024 Accelerating Geoscience Research: An Advanced Platform for Efficient Multimodal Data Integration from Geoscience Literature (清华 A 类)
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• arXiv 2024 Sm-Nd Isotope Data Compilation from Geoscientific Literature Using an Automated Tabular Extraction Method
  Zhixin Guo, Tao Wang, Chaoyang Wang, Jianping Zhou, Guanjie Zheng, Xinbing Wang, Chenghu Zhou
  arXiv (preprint), 2024
  Page PDF Code

💻 Internships

• 2020.06 - 2020.09, Hardware Engineer Intern, Xilinx, China.
• 2021.09 - 2021.12, MindSpore Excellent Developer, Huawei MindSpore, China. [Certificate]

📖 Teaching

• Teaching Assistant, Communication Theory (EST3306), Shanghai Jiao Tong University. (Fall 2023)

🎖 Honors and Awards

• 2020.12, 2021.12 National Scholarship in China (top 1%)
• 2021.12 President’s Award of Shandong University (top 1%) [news]
• 2021.12 Outstanding Student of Shandong Province (top 2%)
• 2020.12 Outstanding Student Leader of Shandong Province (top 2%)
• 2019.10 First Prize of the 11th College Student Mathematics Competition
• 2020.12 First Prize of the 14th International Contest of innovAtionN [news]

📫 Contact

Location: Room 441, Building 1, No. 800 Dongchuan Road, Minhang District, Shanghai, China, 200240

Email: jianpingzhou0927@gmail.com