Hi,
Dr. Marcus (Gehua) Ma obtained his PhD in Artificial Intelligence at College of Computer Science and Technology-CCNT Lab, Zhejiang University, advised by Prof. H. T..
His recent research primarily focuses on Recommender Systems, Probabilistic Graphical Models, Time Series, and Spatiotemporal Modeling. Previously, he has devised solutions aimed at Cognitive Computational Neuroscience, NeuroAI, and XAI.
Selected Publications and Preprints
[2023] G. Ma, R. J., R. Y., et al. Temporal Conditioning Spiking Latent Variable Models of the Neural Response to Natural Visual Scenes.
NeurIPS (Thirty-seventh Conference on Neural Information Processing Systems). Available at link.
[2022] G. Ma, R. Y., and H. T.. Exploiting Noise as a Resource for Computation and Learning in Spiking Neural Networks.
Cell Press, Patterns. Available at link.
[2021] G. Ma, R. J., L. W., et al. Dual memory model for experience-once task-incremental lifelong learning.
Elsevier, Neural Networks. Available at link.
[2020] G. Ma, H. W., J. Z., et al. Successive POI Recommendation via Brain-inspired Spatiotemporal Aware Representation.
AAAI (Thirty-Eighth AAAI Conference on Artificial Intelligence). Available at link.
[2020] Y. W., G. Ma (Co-first Author), G. G., et al. Bioimaging of Dissolvable Microneedle Arrays: Challenges and Opportunities.
Science/AAAS, Research. Available at link.
Patents
[2021] H. T., Gehua Ma, and R. Y. Point of Interest Recommendation Method and System based on Brain-inspired Spatiotemporal Perceptual Representation. PCT (International): WO/2023/015658, CN202110930940.0 (granted).
[2019] S. X., C. T., Gehua Ma, and B. Wang. A deep learning based vein visualization method and device. CN201911365761.6
Selected Honors and Awards
- Selected for inaugural TENCENT-‘PROJECT UP’ Talent Initiative
- Selected for CHINA MOBILE-‘PROJECT GOLDEN SEED’ Talent Initiative
- Award of Honor for Graduate of Zhejiang University
- Outstanding Graduate Student of CCNT, Zhejiang University
- Graduate of Merit/Triple A graduate, Zhejiang University
Employment and Internship
ByteDance Inc., Hangzhou, PRC. 2024.7 –. Senior Algorithmic Engineer
Liangzhu Laboratory, Hangzhou, PRC. 2022.7 – 2024.6. Research Intern(Cognitive Computational Neuroscience)
Zhejiang Laboratory, Hangzhou, PRC. 2020.7 – 2021.6. Research Intern(Neuromorphic Algorithm)
Brain-Machine Intelligence State Key Lab, Zhejiang University, Hangzhou, PRC. 2020.9 – 2024.6. PhD candidate
Service
- Served as a reviewer for top-tier tracks and journals including ICLR, AAAI, IJCAI, IJCNN, Proceedings of IEEE, IEEE TPAMI, IEEE TNNLS, Neural Networks.
Exchange Experience
The Chinese University of Hong Kong, HK, PRC. 2016. Visiting Student
Technische Universität München, München, Germany. 2014. Summer Campus
New York University, NY, USA. 2012. Summer Campus