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 B.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

2026.03: 🎉🎉 One co-authored work “SpatialCOC: an integrative framework for spatial continuous mapping and cross-omics correction in spatial multi-omics data” is accepted by Nature Communications.
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

ICLR 2026

Tucker-FNO: Tensor Tucker-Fourier Neural Operator and its Universal Approximation Theory

Guancheng Zhou, Zelin Zeng, Yisi Luo, Xie Qi, Deyu Meng

ICLR, 2026

Code

TMM 2026

Efficient Arbitrary-Scale Image Super-Resolution via Functional Tensor Decomposition

Guancheng Zhou, Yisi Luo, Xile Zhao, Deyu Meng

IEEE Transactions on Multimedia, 2026

Code

Nature Communications 2026

SpatialCOC: an integrative framework for spatial continuous mapping and cross-omics correction in spatial multi-omics data

Mingxuan Li, Peisen Sun, Yisi Luo, Guancheng Zhou, Xiaofei Yang, Deyu Meng, Kai Ye

Nature Communications, 2026

Code

OpenMOSS Interpretability Posts

Bridging the Attention Gap: Complete Replacement Models for Complete Circuit Tracing

Wentao Shu, Xuyang Ge, Guancheng Zhou, Junxuan Wang, Rui Lin, Zhaoxuan Song, Jiaxing Wu, Zhengfu He, Xipeng Qiu

OpenMOSS Interpretability Posts, 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.

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.
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.