I am Peizhe Zhao, a student at University College London. My research focuses on LLM agents, world model, and reinforcement learning. I have published papers on object detection and novel devices for HCI. Currently, I am working on Building China’s Foundational Biological Brain-Computer Interface Database and Exploring Next-Generation BCI Technologies.

My research outputs have accumulated a total of several Google Scholar citations.

🔥 News

• 2026.10:  🎉 Paper “TSMCA-Net: A Multi-Granular Cross-Attention Framework for Cross-Session EEG–fNIRS Decoding” has been accepted by IEEE Transactions on Medical Imaging
• 2026.09:  🎓 Started my MSc in Artificial Intelligence and Medical Imaging at University College London
• 2026.07:  🎉🎉🎉 EgoWrist-Gesture30 dataset has been released
• 2025.10:  🎉 Paper “SPFFNet: Strip Perception and Feature Fusion Spatial Pyramid Pooling for Fabric Defect Detection” has been accepted by 2025 IEEE International Conference on Big Data (CCF-C)

📝 Publications

IEEE TMI 2026

TSMCA-Net: A Multi-Granular Cross-Attention Framework for Cross-Session EEG–fNIRS Decoding

Tao Zheng, Yongtao Zhou, Muzi Xu, Jiaqi Zhang, Peizhe Zhao, Qiang Yang, Caizhi Liao

IEEE Transactions on Medical Imaging, 2026

BigData 2025

SPFFNet: Strip Perception and Feature Fusion Spatial Pyramid Pooling for Fabric Defect Detection

Peizhe Zhao, Shunbo Jia

2025 IEEE International Conference on Big Data, 2025

• ACAIB 2025 Tennis Match Prediction Model Based on Deep Learning and Multi-Source Information Fusion, Tianyu Luo, Peizhe Zhao, Xu Cheng.
• CISCE 2024 Athlete Performance Analysis: Machine Learning for Predicting Tennis Player Scores, Peizhe Zhao, Tianyu Luo, Pengfei Bi.

Unpublished Manuscripts

• TNNLS · Under review EgoWrist: Reliability-Aware and Biomechanically Grounded Dynamic Gesture Recognition. First author. Submitted to IEEE Transactions on Neural Networks and Learning Systems, Dec 2025.
• TIM · Under revision Cooperative Multi-Stage Fusion Network for Measuring Neurovascular Coupling via Heterogeneous EEG–fNIRS Fusion. Co-author. IEEE Transactions on Instrumentation and Measurement, Mar 2026.
• IEEE Sensors Journal · Under review Wrist-Worn Dynamic Gesture Recognition Based on Spectral-Statistical Prompting and Sensor-Aware Fusion. Co-author. Sep 2026.
• ICLR 2027 · Under review Data Consistency Reaches the Null Space. Co-author. Sep 2026.
• TMI · Under review NeuroHemoAlign: Reliability-Aware EEG–fNIRS Decoding Under Signal Degradation and Modality Absence. Co-author. IEEE Transactions on Medical Imaging, Aug 2026.

📊 Dataset

EgoWrist

EgoWrist-Gesture30: Dual-View Wrist-Mounted RGB and IMU Gesture Resource

A research resource for dynamic hand-gesture recognition, captured with complementary dorsal and palm wrist-mounted RGB cameras together with a WT61C-TTL inertial measurement unit.

30 gesture classes · 336 recordings · 2,751 annotated intervals

📖 Educations

• | 2026.09 - present, University College London, MSc in Artificial Intelligence and Medical Imaging
• | 2022.09 - 2026.06, Nanjing University of Information Science and Technology, BE in Artificial Intelligence
• | 2022.09 - 2026.06, South East Technological University, BS in Applied Computing (First-class honours)

💻 Internships

• | 2025.06 - present, Independent Research Intern , Shenzhen University of Advanced Technology (Advanced Bioelectronics Laboratory)

💬 Academic Services

• 2026.08-2027.02, Program Committee Member for the Full Paper Track of the 20th ACM International Conference on Web Search and Data Mining (WSDM 2027)
• 2025.07-2025.08, Program Committee Member for 22th Pacific Rim International Conference on Artificial Intelligence (PRICAI 2025)
• 2025.07-2025.08, Program Committee Member for 6th International Conference on Machine Learning Techniques and Data Science (MLDS 2025)
• 2025.04-2025.05, Reviewer for 34th International Conference on Artificial Neural Networks (ICANN 2025)
• 2025.02-2025.02, Program Committee Member for 8th International Conference on Natural Language Processing and Trends (NATAP 2025)

🎖 Honors and Awards

• 2024.06 Certified Information Security Professional - Penetration Test Engineer
• 2024 1st Prize - China International College Students’ Innovation Competition
• 2026.06 1nd Prize - Nanjing University of Information Science and Technology School Scholarship
• 2026.06 Outstanding Graduate of Nanjing University of Information Science and Technology