Personal profile
Author IDs
ORCID iD: 0000-0002-7410-393X
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Collaborations from the last five years
Research output
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HiCert: Toward Patch Robustness Certification and Detection for Deep Learning Systems Beyond Consistent Samples
Zhou, Q., Wei, Z., Wang, H., Wang, Z. & Chan, W.-K., 2026, In: IEEE Transactions on Reliability. 75, p. 679-693 15 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
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Scalable and Precise Patch Robustness Certification for Deep Learning Models with Top-k Predictions
Zhou, Q., Wang, H., Wei, Z. & Chan, W. K., 2025, Proceedings - 2025 25th International Conference on Software Quality, Reliability and Security, QRS 2025. Los Alamitos, Calif.: IEEE, p. 199-210 12 p. (IEEE International Conference on Software Quality, Reliability and Security, QRS).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
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Context-Aware Fuzzing for Robustness Enhancement of Deep Learning Models
Wang, H., Wei, Z., Zhou, Q. & Chan, W.-K., 31 Dec 2024, In: ACM Transactions on Software Engineering and Methodology. 34, 1, 8.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
1 Link opens in a new tab Citation (Scopus) -
CrossCert: A Cross-Checking Detection Approach to Patch Robustness Certification for Deep Learning Models
ZHOU, Q., WEI, Z., WANG, H., JIANG, B. & CHAN, W.-K., Jul 2024, Proceedings of the ACM on Software Engineering. Baresi, L. (ed.). New York, NY: Association for Computing Machinery, p. 2725-2746 22 p. (Proceedings of the ACM on Software Engineering; vol. 1, no. FSE).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Open Access -
A Majority Invariant Approach to Patch Robustness Certification for Deep Learning Models
Zhou, Q., Wei, Z., Wang, H. & Chan, W. K., 2023, Proceedings - 2023 38th IEEE/ACM International Conference on Automated Software Engineering, ASE 2023. IEEE, p. 1790-1794 (Proceedings - IEEE/ACM International Conference on Automated Software Engineering, ASE).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
3 Link opens in a new tab Citations (Scopus)
Prizes
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Outstanding Academic Performance Award for Research Degree Students (non UGC-funded students)
WANG, H. (Recipient), 16 Aug 2023
Prize: RGC 64B - Prizes and awards
Thesis
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A Contextual Robustness-Oriented Testing Framework for Deep Learning Models
WANG, H. (Author), CHAN, W. K. (Supervisor), 3 Apr 2025Student thesis: Doctoral Thesis