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Collaborations and top research areas from the last five years
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ADVERSARIAL ATTACKS ON DATA ATTRIBUTION
Wang, X., Hu, P., Deng, J. & Ma, J. W., 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 64948-64969 22 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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A Versatile Influence Function for Data Attribution with Non-Decomposable Loss
Deng, J., Tang, W. & Ma, J. W., 2025, In: Proceedings of Machine Learning Research. 267, p. 13256-13276 21 p.Research output: Contribution to journal › Conference article › peer-review
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DCA-Bench: A Benchmark for Dataset Curation Agents
Huang, B., Yu, Y., Huang, J., Zhang, X. & Ma, J. W., Aug 3 2025, KDD 2025 - Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 5482-5492 11 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 2).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Can LLMs Effectively Leverage Graph Structural Information through Prompts in Text-Attributed Graphs, and Why?
Huang, J., Zhang, X., Mei, Q. & Ma, J., 2024, In: Transactions on Machine Learning Research. 2024Research output: Contribution to journal › Article › peer-review
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Confronting LLMs with Traditional ML: Rethinking the Fairness of Large Language Models in Tabular Classifications
Liu, Y., Gautam, S., Ma, J. & Lakkaraju, H., 2024, Long Papers. Duh, K., Gomez, H. & Bethard, S. (eds.). Association for Computational Linguistics (ACL), p. 3603-3620 18 p. (Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL 2024; vol. 1).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access