I am a first-year Ph.D. student at Xi’an Jiaotong University and SII, advised by Prof. Deyu Meng and Prof. Xipeng Qiu. I obtained my M.S. in School of Mathematics and Statistics, Xi’an Jiaotong University.
I am interested in mech. interp., AI4SCI and computer vision. I used to intern at MAPLE LAB advised by Prof. Guojun Qi. I used to research Computer Vision under the guidance of Prof. Zejian Yuan.
🔥 News
- 2026.01: 🎉🎉 One first author work “Tucker-FNO: Tensor Tucker-Fourier Neural Operator and its Universal Approximation Theory” is accepted by ICLR 2026.
- 2025.08: 🎉🎉 One first author work “Efficient Arbitrary-Scale Image Super-Resolution via Functional Tensor Decomposition” is accepted by TMM.
📝 Publications
Tucker-FNO: Tensor Tucker-Fourier Neural Operator and its Universal Approximation Theory
Guancheng Zhou, Zelin Zeng, Yisi Luo, Xie Qi, Deyu Meng
ICLR, 2026
Efficient Arbitrary-Scale Image Super-Resolution via Functional Tensor Decomposition
Guancheng Zhou, Yisi Luo, Xile Zhao, Deyu Meng
IEEE Transactions on Multimedia, 2026
SpaKnit: correlation subspace learning for integrating spatial multi-omics data
Mingxuan Li, Peisen Sun, Yisi Luo, Guancheng Zhou, Xiaofei Yang, Deyu Meng, Kai Ye
Nature Communications, 2026
- Efficient Multi-branch Segmentation Network for Situation Awareness in Autonomous Navigation. Guan-Cheng Zhou, Chen Cheng, Yan-zhou Chen. Ocean Engineering (JCR Q1) 302, 117741. 2024.
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Design and implementation of STM32 communication transmission management system based on RTOS. Guan-Cheng Zhou, Dang-chao Li, Jia-ying Ye, Jian-lei Chang, Zhao-yang Hao. Internet of Things Technologies,2024,14(03). 2024.
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An unmanned ship surface cleaning device. Guan-cheng Zhou, Chen Cheng, Yan-zhou Chen, Yu-hang Wei, Zhao-yang Hao. Utility Model Patent (ZL 2023 2 2875376.4). 2023.
🎖 Honors and Awards
- 2025.06 Outstanding Undergraduate Graduate.
- 2025.06 Outstanding Graduation Thesis.
- 2021 Wuhan Donghu New Technology Development Zone Scholarship with Xi’an Jiaotong University.
📖 Educations
- 2025.06 - now, Ph.D, Xi’an Jiaotong University.
- 2021.06 - 2025.06, B.S., Xi’an Jiaotong University.
💻 Internships
- 2025.06 - now, Shanghai Innovation Institute.
- 2024.06 - 2024.09, MAPLE LAB, Westlake University.