Projects per year
Personal profile
Personal profile
Dr Xi Yang is currently an Assistant Professor at Xi’an Jiaotong-Liverpool University. She received PhD degree, B.Sc. degree and M.Sc. degree with distinction from the University of Liverpool, U.K.. Her research interests lie in the field of Bayesian probabilistic approaches to machine learning, pattern recognition and deep learning. She has recently worked on Domain Generalization and Adaptation, Text-Image Synthesis, Outlier Detection, and Medical Image Analysis. Dr. Yang has published over 40 papers including international authoritative journals and conferences such as IEEE T- Cybernetics, IEEE T-KDE, Pattern Recognition, CVPR, AAAI, ECCV, ICCV, ICDM, etc.. Her research has received support from both government and industry, such as NSFC Young programme, and NSFC Major-cultivation programme. She was honored as a Jiangsu Province Innovation & Entrepreneurship Doctor in 2020 and received the Outstanding Talent in Science and Education Award in 2022.
Her publications can be founded via Google Scholar https://scholar.google.com/citations?user=A0Z8mKIAAAAJ
Research interests
Probabilistic Model,
Domain Generalization & Adaptation,
Text-Image Synthesis,
Medical Image Analysis
Experience
Assistant Professor, Xi’an Jiaotong-Liverpool University, Suzhou, China
Teaching
INT 410 Advanced Pattern Recognition
INT 304 Pattern Recognition in Computer Vision
Awards and honours
Jiangsu Province Innovation Entrepreneurship Doctor in 2020
Outstanding Talent in Science and Education Award in 2022
Education/Academic qualification
Ph.D. in Electrical Engineering and Electronics from University of Liverpool
M.Sc in Adv. Computer Science with Internet Econ. from University of Liverpool
B.Sc in Mathematics with Finance from University of Liverpool
Person Types
- Staff
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Generalization analysis for open domain adaptation based on vicinal risk minimization
1/01/24 → 31/12/26
Project: Governmental Research Project
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VAE-based Unsupervised Representation Learning Theory and Applicarions
1/01/23 → 31/12/25
Project: Governmental Research Project
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Suzhou Municipal Key Lab for Intelligent Virtual Engineering
Yue, Y., Liang, H. N., Lim, E. G., Man, K. L., Ma, F., Wang, X., Guan, S., Wang, Q., Xiao, J., Ma, J., Meng, J., Zhang, C., Chen, M., Chen, B., Wang, W., Craig, P., Sun, J., Liu, G., Xia, J., Zhu, X., Yu, L., Zhang, J., Qi, J., Huang, M., Yang, R., Li, S., Dong, Y., Yang, X., Li, Y., Wang, J., Zhang, H., Wei, Z., Sun, Q., Elsheikh, A., Levers, A., Konev, B., Coenen, F., Atkinson, K., Gasieniec, L., Wong, P., Payne, T., Garcia-Fernandez, A. & Zhang, Y.
1/11/22 → 30/10/25
Project: Governmental Research Project
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AI Innovation Platform
Lim, E. G., Yue, Y., Man, K. L., Ma, F., Wang, Q., Xiao, J., Meng, J., Liang, H. N., Zhao, C., Ma, J., Jin, X., Wang, X., Yang, X., Chen, M., Guan, S., Xue, F., Zhang, C., Stefanidis, A., Sun, Q. & Xu, D.
1/09/22 → 30/08/24
Project: Governmental Research Project
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Unsupervised generative models for cross-domain image generation and retrieval
Yang, X., Tan, Z., Su, Z., Yao, K., Jiang, S. & Lin, Y.
1/07/22 → 30/06/24
Project: Governmental Research Project
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Accelerating Attentional Generative Adversarial Networks with Sampling Blocks
Zhang, C., Jin, M., Yu, Q., Xue, H., Yang, X. & Jin, X., Aug 2024, International Conference on Neural Information Processing (ICONIP), 2024.Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
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Adversarial Example Detection with Latent Representation Dynamic Prototype
Wang, T., Qian, Z. & Yang, X., 2024, Neural Information Processing - 30th International Conference, ICONIP 2023, Proceedings. Luo, B., Cheng, L., Wu, Z-G., Li, H. & Li, C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 525-536 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14450 LNCS).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
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Cipher-Prompt: Towards a Safe Diffusion Model via Learning Cryptographic Prompts
Jiang, S., Wang, S., Zhang, R., Yang, X. & Huang, K., 22 May 2024, Advances in Brain Inspired Cognitive Systems - 13th International Conference, BICS 2023, Proceedings. Ren, J., Hussain, A., Liao, I. Y., Chen, R., Huang, K., Zhao, H., Liu, X., Ma, P. & Maul, T. (eds.). Springer Science and Business Media Deutschland GmbH, p. 322-332 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14374 LNAI).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
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Continuous Image Outpainting with Neural ODE
Gao, P., Yang, X., Zhang, R. & Huang, K., 25 Apr 2024, In: ACM Transactions on Multimedia Computing, Communications and Applications. 20, 7, 203.Research output: Contribution to journal › Article › peer-review
1 Citation (Scopus) -
EgPDE-Net: Building Continuous Neural Networks for Time Series Prediction With Exogenous Variables
Gao, P., Yang, X., Zhang, R., Guo, P., Goulermas, J. Y. & Huang, K., 28 Feb 2024, In: IEEE Transactions on Cybernetics. 54, 9, p. 5381-5393 13 p.Research output: Contribution to journal › Article › peer-review
Open Access
Activities
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Cognitive Computation (Journal)
Xi Yang (Associate Editor)
Sept 2024 → …Activity: Peer-review and editorial work of publications › Editorial work
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IEEE Journal of Biomedical and Health Informatics (Journal)
Xi Yang (Reviewer)
2024Activity: Peer-review and editorial work of publications › Publication Peer-review
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The Thirty-eighth Annual Conference on Neural Information Processing Systems,2024 (Event)
Xi Yang (Reviewer)
2024Activity: Peer-review and editorial work of publications › Publication Peer-review
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The 18th European Conference on Computer Vision ECCV 2024 (Event)
Xi Yang (Reviewer)
2024Activity: Peer-review and editorial work of publications › Publication Peer-review
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2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023 (Event)
Xi Yang (Reviewer)
2024Activity: Peer-review and editorial work of publications › Publication Peer-review