Exploring Query Efficient Data Generation Towards Data-Free Model Stealing in Hard Label Setting. - Gaozheng Pei; Shaojie Lyu; Ke Ma 001; Pinci Yang; Qianqian Xu; Yingfei Sun (AAAI, 2025)

Divide and Conquer: Heterogeneous Noise Integration for Diffusion-based Adversarial Purification. - Gaozheng Pei; Shaojie Lyu; Gong Chen; Ke Ma 001; Qianqian Xu; Yingfei Sun; Qingming Huang (CVPR, 2025)

Diffusion-based Adversarial Purification from the Perspective of the Frequency Domain. - Gaozheng Pei; Ke Ma 001; Yingfei Sun; Qianqian Xu; Qingming Huang (CoRR, 2025)

A Unified Framework for Stealthy Adversarial Generation via Latent Optimization and Transferability Enhancement. - Gaozheng Pei; Ke Ma 001; Dongpeng Zhang; Chengzhi Sun; Qianqian Xu; Qingming Huang (CoRR, 2025)