Research output per year
Research output per year
Personal profile
Education/Academic qualification
Doctor of Philosophy, University of Liverpool
2019 → 2024
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Dive into the research topics where Perley Xu is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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Verification on out-of-distribution detectors under natural perturbations
Zhang, C., Chen, Z., Xu, P., Min, G. & Ruan, W., 1 Mar 2025, In: Machine Learning. 114, 21 p., 77.Research output: Contribution to journal › Article › peer-review
1 Link opens in a new tab Citation (Scopus) -
A survey of safety and trustworthiness of large language models through the lens of verification and validation
Huang, X. (Lead / Corresponding author), Ruan, W., Huang, W., Jin, G., Dong, Y., Wu, C., Bensalem, S., Mu, R., Qi, Y., Zhao, X., Cai, K., Zhang, Y., Wu, S., Xu, P., Wu, D., Freitas, A. & Mustafa, M. A., 17 Jun 2024, In: Artificial Intelligence Review. 57, 175.Research output: Contribution to journal › Article › peer-review
Open AccessFile132 Link opens in a new tab Citations (Scopus)10 Downloads (Pure) -
Nrat: towards adversarial training with inherent label noise
Chen, Z., Wang, F., Mu, R., Xu, P., Huang, X. & Ruan, W. (Lead / Corresponding author), Jun 2024, In: Machine Learning. 113, p. 3589–3610 22 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile8 Link opens in a new tab Citations (Scopus)40 Downloads (Pure) -
Model-Agnostic Reachability Analysis on Deep Neural Networks
Zhang, C., Ruan, W. (Lead / Corresponding author), Wang, F., Xu, P., Min, G. & Huang, X., 27 May 2023, Advances in Knowledge Discovery and Data Mining: 27th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2023, Osaka, Japan, May 25–28, 2023, Proceedings, Part I. Kashima, H., Ide, T. & Peng, W.-C. (eds.). Springer, Vol. 13935. p. 341–354 (Lecture Notes in Computer Science; vol. 13935).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
2 Link opens in a new tab Citations (Scopus) -
Quantifying safety risks of deep neural networks
Xu, P., Ruan, W. (Lead / Corresponding author) & Huang, X., 1 Aug 2023, In: Complex & Intelligent Systems. 9, p. 3801–3818 18 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile4 Link opens in a new tab Citations (Scopus)7 Downloads (Pure)