The two-way knowledge interaction interface between humans and neural networks. - Zhanliang He; Nuoye Xiong; Hongsheng Li 003; Peiyi Shen; Guangming Zhu 001; Liang Zhang 010 (CoRR, 2024)

Enhancing object recognition: The role of object knowledge decomposition and component-labeled datasets. - Nuoye Xiong; Ning Wang 047; Hongsheng Li 003; Guangming Zhu 001; Liang Zhang 010; Syed Afaq Ali Shah; Mohammed Bennamoun (Neurocomputing, 2025)

Intervening in Black Box: Concept Bottleneck Model for Enhancing Human Neural Network Mutual Understanding. - Nuoye Xiong; Anqi Dong; Ning Wang 047; Cong Hua; Guangming Zhu 001; Lin Mei 001; Peiyi Shen; Liang Zhang 010 (CoRR, 2025)