Constrained Sequence Iris Quality Evaluation Based on Causal Relationship Decision Reasoning. - Shuai Liu 006; Yuanning Liu; Xiaodong Zhu 001; Hao Zhang 064; Guang Huo; Guangyu Wang; Jingwei Cui; Xinlong Li; Zukang Wu; Zhiyi Dong (CCBR, 2019)

Statistical Cognitive Learning and Security Output Protocol for Multi-State Iris Recognition. - Shuai Liu 006; Yuanning Liu; Xiaodong Zhu 001; Guang Huo; Jingwei Cui; Qixian Zhang; Zukang Wu; Zhiyi Dong (IEEE Access, 2019)

Current optimal active feedback and stealing response mechanism for low-end device constrained defocused iris certification. - Shuai Liu 006; Yuanning Liu; Xiaodong Zhu 001; Guang Huo; Jingwei Cui; Qixian Zhang; Zhiyi Dong; Xue Jiang (J. Electronic Imaging, 2020)

Adversarial defenses via vector quantization. - Zhiyi Dong; Yongyi Mao (Neurocomputing, 2025)

On the Hardness of Unsupervised Domain Adaptation: Optimal Learners and Information-Theoretic Perspective. - Zhiyi Dong; Zixuan Liu; Yongyi Mao (CoRR, 2025)