I am an Associate Professor with the School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China. I received my Ph.D. degree in Applied Mathematics from the University of Electronic Science and Technology of China in 2022.
Research Interests
Tensor Modeling and Computing
Low-rank modeling, tensor representation, tensor decompositions, tensor networks, and efficient tensor computation.
Artificial Intelligence and Theory
Mdel-driven deep learning, learning-enhanced mathematical modeling, numerical optimization, and theoretical analysis.
High-Dimensional Data Processing
Image and video restoration, remote sensing data processing, multisource data analysis, and irregular data processing.
News
- Sep. 2026 — Our paper was accepted for publication in IEEE Transactions on Pattern Analysis and Machine Intelligence.
- Sep. 2026 — One paper was accepted for publication in IEEE Transactions on Geoscience and Remote Sensing.
- Aug. 2026 — One paper was accepted for publication in IEEE Transactions on Circuits and Systems for Video Technology.
- Aug. 2026 — One paper was accepted for publication in IEEE Transactions on Geoscience and Remote Sensing.
- Jun. 2026 — One paper was accepted for publication in Pattern Recognition.
- May 2026 — One paper was accepted for publication in IEEE Transactions on Multimedia.
Earlier news
- Apr. 2026 — One paper was accepted for publication in IEEE Transactions on Image Processing.
- Feb. 2026 — One paper was accepted by CVPR 2026 as a Poster Highlight.
- Feb. 2026 — One paper was accepted for publication in IEEE Transactions on Circuits and Systems for Video Technology.
- Jan. 2026 — One paper was accepted for publication in Pattern Recognition.
Selected Publications [View All Publications →]
- TPAMI 2026 Yu-Bang Zheng, Xi-Le Zhao, Heng-Chao Li, et al. “A Structure-Revealing Tensor Network Paradigm and Its Applications.” IEEE Transactions on Pattern Analysis and Machine Intelligence. [Paper]
- CVPR 2026 Zhi-Wei Shi, Yu-Bang Zheng*, Heng-Chao Li. “Self-Attention Driven Tensor Representation for High-Order Data Recovery.” CVPR, 2026. [Paper] [Poster] Poster Highlight
- TGRS 2025 Yu-Bang Zheng, Jia-Le Ma, Heng-Chao Li*, Zhi-Wei Shi, Qing Zhu. “Bilateral Tensor Ring Decomposition for Thick Cloud Removal in Multitemporal Remote Sensing Images.” IEEE TGRS, 2025. [Paper] [Code]
- Neural Networks 2025 Yu-Bang Zheng, Xi-Le Zhao, Heng-Chao Li, et al. “Tensor Network Decomposition for Data Recovery: Recent Advancements and Future Prospects.” Neural Networks, 2025. [Paper]
- CVPR 2024 Yu-Bang Zheng, Xi-Le Zhao*, Junhua Zeng, et al. “SVDinsTN: A Tensor Network Paradigm for Efficient Structure Search from Regularized Modeling Perspective.” CVPR, 2024. [Paper] [Code] Poster Highlight
- JSC 2022 Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, Qibin Zhao. “Tensor Completion via Fully-Connected Tensor Network Decomposition with Regularized Factors.” Journal of Scientific Computing, 2022. [Paper] [Code] ESI Highly Cited Paper
- AAAI 2021 Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, Qibin Zhao, Tai-Xiang Jiang. “Fully-Connected Tensor Network Decomposition and Its Application to Higher-Order Tensor Completion.” AAAI, 2021. [Paper] [Code]
- TGRS 2020 Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, et al. “Mixed Noise Removal in Hyperspectral Image via Low-Fibered-Rank Regularization.” IEEE TGRS, 2020. [Paper] [Code] ESI Highly Cited Paper
Open-Source Projects
TenNet ToolboxTensor network decomposition algorithms and resources
T-SVD ToolboxTensor SVD models, algorithms, and reproducible code
Education
- 2021.03–2022.12 — Student Trainee, Tensor Learning Team, RIKEN Center for Advanced Intelligence Project; supervisor: Prof. Qibin Zhao.
- 2019.09–2022.12 — Ph.D. in Mathematics, University of Electronic Science and Technology of China; supervisor: Prof. Ting-Zhu Huang.
- 2017.09–2019.07 — M.S. in Mathematics, University of Electronic Science and Technology of China; supervisor: Prof. Ting-Zhu Huang.
- 2013.09–2017.07 — B.S. in Information and Computing Science, Anhui University of Finance and Economics.
Grants
- 国家自然科学基金青年项目, 主持, 2024.01-2026.12
- 四川省自然科学基金青年项目，主持，2024.01-2025.12
- 中国博士后科学基金特别资助项目，主持，2025.08-2026.07
- 中央高校基本业务项目，主持，2024.01-2025.12
Honors and Awards
- 2025年度教育部自然科学奖二等奖, 排名第三, 中华人民共和国教育部, 2025
- 2024年度四川省自然科学奖三等奖, 排名第三, 四川省人民政府, 2024
- 2021年度川渝科技学术大会优秀论文一等奖, 排名第一, 四川省科协和重庆市科协, 2021 [news]
Academic Service
- Guest Editor: Optik Special Issue on Recent Trends of Math and Deep Modeling in Multi-Dimensional Image Recovery.
- Reviewer: IEEE TPAMI, IEEE TKDE, IEEE TIP, IEEE TSP, IEEE TNNLS, IEEE TGRS, IEEE TCSVT, IEEE TCI, IEEE TBD, IJCV, NeurIPS, CVPR, AAAI, and over 40 journals and conferences in total.