How Reliable Is Your Outsourcing Service for Data Mining? A Metamorphic Method for Verifying the Result Integrity. - Jiewei Zhang; Xiaoyuan Xie; Zhiyi Zhang 005 (SATE, 2018)

A Validation and Quality Assessment Method with Metamorphic Relations for Unsupervised Machine Learning Software. - Zhiyi Zhang 005; Xiaoyuan Xie; Tsong Yueh Chen; Yang Liu 003; Baowen Xu (CoRR, 2018)

On the Investigation of Essential Diversities for Deep Learning Testing Criteria. - Zhiyi Zhang 005; Xiaoyuan Xie (QRS, 2019)

METTLE: A METamorphic Testing Approach to Assessing and Validating Unsupervised Machine Learning Systems. - Xiaoyuan Xie; Zhiyi Zhang 005; Tsong Yueh Chen; Yang Liu 003; Pak-Lok Poon; Baowen Xu (IEEE Trans. Reliab., 2020)

NAUTILUS: Automated RESTful API Vulnerability Detection. - Gelei Deng; Zhiyi Zhang 005; Yuekang Li; Yi Liu 069; Tianwei Zhang 004; Yang Liu 003; Guo Yu; Dongjin Wang (USENIX Security Symposium, 2023)