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):
-
SDG 3 Good Health and Well-being -
SDG 4 Quality Education -
SDG 7 Affordable and Clean Energy -
SDG 8 Decent Work and Economic Growth -
SDG 13 Climate Action
Fingerprint
- 1 Similar Profiles
Collaborations from the last five years
Research output
-
Enhancing Interpretability for Vision Models via Shapley Value Optimization
Fan, K., Yang, Y. & Ma, C., 25 Jan 2026, (Presented) The 40th Annual AAAI Conference on Artificial Intelligence. 9 p.Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
-
Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs
Sun, S. (Co-first Author), Ren, Y. (Co-first Author), Chen, J. & Ma, C., 2026, Database Systems for Advanced Applications: 30th International Conference, DASFAA 2025, Singapore, Singapore, May 26–29, 2025, Proceedings, Part VI. Zhu, F., Yu, P. S., Nadamoto, A., Lim, E.-P., Shim, K., Ding, W. & Zhang, B. (eds.). Springer Singapore, Vol. VI. p. 106-122 17 p. (Lecture Notes in Computer Science; vol. 15991).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
-
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
-
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., Aug 2025, In: IEEE Transactions on Knowledge and Data Engineering. 37, 8, p. 4411-4431 21 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
3 Link opens in a new tab Citations (Scopus) -
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
Open Access1 Link opens in a new tab Citation (Scopus)
Projects
- 7 Active
-
DON: Post-training Data Valuation for Large Language Models
MA, C. (Principal Investigator / Project Coordinator)
1/08/25 → …
Project: Research
-
DON_RMG: Post-training Data Valuation for Large Language Models - RMGS
MA, C. (Principal Investigator / Project Coordinator)
1/08/25 → …
Project: Research
-
GRF: Explainable Item Valuation for Recommendation Algorithms: Framework, Acceleration, and Explainability
MA, C. (Principal Investigator / Project Coordinator)
1/01/25 → …
Project: Research
-
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
-
NSFC-YPC-HK: The Explainable Fairness Metric and Implementation Method of Personalized Recommendation
MA, C. (Principal Investigator / Project Coordinator)
1/01/24 → …
Project: Research
Supervised Students
-
-
-
-
-
Yue QUE, 闕粵
Person: Master of Philosophy (Student)