Hi! My name is Jiacheng Cui (ๅดๅฎถ่ฏ). I am currently an MSc student in the Machine Learning Department at MBZUAI and will join MBZUAI as a PhD student in Fall 2026. During my masterโs studies, I worked on data-centric AI and efficient learning under the supervision of Prof. Zhiqiang Shen. My research interests include data-centric AI, dataset distillation, and efficient training.
Before joining MBZUAI, I obtained a B.Sc. (Hons) in AI and Computer Science with First Class Honours from the University of Edinburgh in 2024. I am always open to academic collaboration and discussions related to my research interests.
๐ฅ News
- 2026.04: ย ๐๐ LLMSurgeon has been accepted to ACL 2026. See you in San Diego!
- 2025.09: ย ๐๐ FADRM has been accepted to NeurIPS 2025. See you in San Diego!
๐ Publications
LLMSurgeon: Diagnosing Data Mixture of Large Language Models
Yaxin Luo*, Jiacheng Cui*, Xiaohan Zhao, Xinyi Shang, Jiacheng Liu, Xinyue Bi, Zhaoyi Li, Zhiqiang Shen
- Data Mixture Surgery
- Label Shift Inversion
Hard Labels In! Rethinking the Role of Hard Labels in Mitigating Local Semantic Drift
Jiacheng Cui, Bingkui Tong, Xinyue Bi, Xiaohan Zhao, Jiacheng Liu, Zhiqiang Shen
- Dataset Distillation
- Label Usage
FADRM: Fast and Accurate Data Residual Matching for Dataset Distillation
Jiacheng Cui*, Xinyue Bi*, Yaxin Luo, Xiaohan Zhao, Jiacheng Liu, Zhiqiang Shen
- Dataset Distillation
- Data Residual Matching
Dataset Distillation via Committee Voting
Jiacheng Cui, Zhaoyi Li, Xiaochen Ma, Xinyue Bi, Yaxin Luo, Zhiqiang Shen
- Dataset Distillation
- Committee Voting
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CVPR 2026 BiGain: Unified Token Compression for Joint Generation and Classification, Jiacheng Liu, Shengkun Tang, Jiacheng Cui, Zhiqiang Shen.
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NeurIPS 2025 Open CaptchaWorld: A Comprehensive Web-based Platform for Testing and Benchmarking Multimodal LLM Agents, Yaxin Luo, Zhaoyi Li, Jiacheng Liu, Jiacheng Cui, Xiaohan Zhao, Zhiqiang Shen.
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NeurIPS 2025 A Frustratingly Simple Yet Highly Effective Attack Baseline: Over 90% Success Rate Against the Strong Black-box Models of GPT-4.5/4o/o1, Zhaoyi Li, Xiaohan Zhao, Dong-Dong Wu, Jiacheng Cui, Zhiqiang Shen.
๐ Honors and Awards
- 2024โ2026, MBZUAI Graduate Fellowship (Full Scholarship)
- 2024. 06, Awarded First-Class Honours upon Graduation, University of Edinburgh
๐ Educations
- 2024.09 โ 2026.06 (expected), Master of Science (M.Sc.) in Machine Learning, Mohamed bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, UAE
- 2019.09 โ 2024.06, Bachelor of Science (B.Sc.) in Artificial Intelligence and Computer Science, The University of Edinburgh, UK
๐ Services
Reviewer
- 2026: ICLR
๐ป Internships
- 2022.05 - 2022.07, Intersim (่ฑ็นไปฟ็), Dalian, China.