On the Generalization Error of Differentially Private Algorithms Via Typicality.

Yanxiao Liu Yan-Xiao Liu 0001 Yanxiao Liu 0001 Xi'an University of Technology, Department of Computer Science and Engineering, China Xidian University, State Key Laboratory of Integrated Services Networks, Xi'an, China https://orcid.org/0000-0002-2507-5143 Yanxiao Liu 0002 Southwest University, College of Computer and Information Science, Chongqing, China Yanxiao Liu 0003 Chinese University of Hong Kong, School of Science and Engineering, Shenzhen, China https://orcid.org/0009-0008-2844-3272 Yanxiao Liu 0004 Sichuan Digital Economy Industry Development Research Institute, Chengdu, China

Yanxiao Liu Chun Hei Michael Shiu Lele Wang Deniz Gündüz On the Generalization Error of Differentially Private Algorithms Via Typicality. 2026 January abs/2601.08386 CoRR https://doi.org/10.48550/arXiv.2601.08386 db/journals/corr/corr2601.html#abs-2601-08386 streams/journals/corr

Xin Jin 0014 Jinming Liu 0001 Yuntao Wei Junyan Lin Zhicheng Wang Jianguo Huang Xudong Yang Yanxiao Liu Wenjun Zeng 0001 Compression Tells Intelligence: Visual Coding, Visual Token Technology, and the Unification. 2026 January abs/2601.20742 CoRR https://doi.org/10.48550/arXiv.2601.20742 db/journals/corr/corr2601.html#abs-2601-20742 streams/journals/corr

Yanxiao Liu Yijun Fan Deniz Gündüz Tighter Information-Theoretic Generalization Bounds via a Novel Class of Change of Measure Inequalities. 2026 February abs/2602.07999 CoRR https://doi.org/10.48550/arXiv.2602.07999 db/journals/corr/corr2602.html#abs-2602-07999 streams/journals/corr

Yijun Fan Deniz Gündüz Jianguo Huang Xin Jin 0014 Junyan Lin Jinming Liu 0001 Chun Hei Michael Shiu Lele Wang Zhicheng Wang Yuntao Wei Xudong Yang Wenjun Zeng 0001