Deep learning framework testing via hierarchical and heuristic model generation. - Yinglong Zou; Haofeng Sun; Chunrong Fang; Jiawei Liu; Zhenping Zhang (J. Syst. Softw., 2023)

DevMuT: Testing Deep Learning Framework via Developer Expertise-Based Mutation. - Yanzhou Mu; Juan Zhai; Chunrong Fang; Xiang Chen 005; Zhixiang Cao; Peiran Yang; Yinglong Zou; Tao Zheng; Zhenyu Chen 001 (ASE, 2024)

Mutation-Based Deep Learning Framework Testing Method in JavaScript Environment. - Yinglong Zou; Juan Zhai; Chunrong Fang; Jiawei Liu; Tao Zheng; Zhenyu Chen 001 (ASE, 2024)

Deep Learning Framework Testing via Heuristic Guidance Based on Multiple Model Measurements. - Yinglong Zou; Juan Zhai; Chunrong Fang; Yanzhou Mu; Jiawei Liu; Zhenyu Chen 001 (CoRR, 2025)