Research output per year
Research output per year
Personal profile
Author IDs
ORCID iD: 0000-0001-7933-9813
Scopus Author ID: 57199374297
Impact
Qualifications (Brief)
BEng MEng BIT, PhD McGill
Research Interests/Areas
Recommender Systems; Data Mining; Deep Learning; Natural Language Processing; Social Computing/Social Good
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Collaborations from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Research output
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Active Instruction Tuning for Large Language Models with Reference-Free Instruction Selection
Zhang, Q., Chen , J. & Ma, C., 20 Jun 2025, Advances in Knowledge Discovery and Data Mining: 29th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2025, Sydney, NSW, Australia, June 10–13, 2025, Proceedings, Part III. Wu, X., Spiliopoulou, M., Wang, C., Kumar, V., Cao, L., Wu, Y., Yao, Y. & Wu, Z. (eds.). Springer, p. 16–28 13 p. (Lecture Notes in Artificial Intelligence).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
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A Survey on Side Information-driven Session-based Recommendation: From a Data-centric Perspective
Zhang, X., Xu, B., Li, C., He, B., Lin, H., Ma, C. & Ma, F., 13 May 2025, (Online published) In: IEEE Transactions on Knowledge and Data Engineering.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
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Beyond Models! Explainable Data Valuation and Metric Adaption for Recommendation
Jia, R., Zhang, X., He, B., Zhu, Q., Xu, W., Chen, J. & Ma, C., 2025, Proceedings of the 2025 SIAM International Conference on Data Mining (SDM). Papalexakis, V., Riondato, M., Zheleva, E., Weninger, T. & Ding, W. (eds.). SIAM, p. 203-212 10 p.Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
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CERTIFYING LANGUAGE MODEL ROBUSTNESS WITH FUZZED RANDOMIZED SMOOTHING: AN EFFICIENT DEFENSE AGAINST BACKDOOR ATTACKS
He, B., Yin, L., ZHEN, H., Zhang, J., Hong, L., Yuan, M. & Ma, C., 23 Jan 2025, 13th International Conference on Learning Representations (ICLR 2025). International Conference on Learning Representations, ICLR, (International Conference on Learning Representations).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
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Comprehending Knowledge Graphs with Large Language Models for Recommender Systems
CUI, Z., Weng, Y., Tang, X., LYU, F., Liu, D., He, X. & MA, C., 13 Jul 2025, Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR ’25). Association for Computing Machinery, p. 1229-1239 11 p.Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Projects
- 5 Active
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GRF: Explainable Item Valuation for Recommendation Algorithms: Framework, Acceleration, and Explainability
MA, C. (Principal Investigator / Project Coordinator)
1/01/25 → …
Project: Research
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DON_RMG: Supporting the Safeguarding and Training of Intangible Cultural Heritage Practices in Hong Kong via Culturally Sensitive and Inclusive Generative AI - RMGS
MA, C. (Principal Investigator / Project Coordinator)
1/05/24 → …
Project: Research
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ECS: Taming Disparity in Recommendation Algorithms: Explainability and Mitigation
MA, C. (Principal Investigator / Project Coordinator)
1/01/24 → …
Project: Research
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NSFC-YPC-HK: The Explainable Fairness Metric and Implementation Method of Personalized Recommendation
MA, C. (Principal Investigator / Project Coordinator)
1/01/24 → …
Project: Research
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DON_RMG: Towards Diversified Recommender Systems - RMGS
MA, C. (Principal Investigator / Project Coordinator)
1/06/23 → …
Project: Research