Attack-less Adversarial Training Method for a Robust Adversarial Defense

• 1. 一种基于生成对抗网络的对抗攻击防御训练方法 [P] . 中国专利： CN111310802B . 2021.09.17
• 2. 一种基于生成对抗网络的对抗攻击防御训练方法 [P] . 中国专利： CN111310802A . 2020-06-19
• 3. ATTACK-LESS ADVERSARIAL TRAINING FOR ROBUST ADVERSARIAL DEFENSE [P] . US2021192339A1 . 2021-06-24

  机译： 对强大的对抗防御的攻击较少的对抗性培训

• 4. Attack-less Adversarial Training for a Robust Adversarial Defense [P] . KR20210081769A . 2021-07-02

  机译： 对强大的对抗防御攻击较少的对抗性培训

• 5. adversarial training METHOD AND APPARATUS FOR ROBUST SPEECH ENHANCEMENT TRAINING USING ADVERSARIAL TRAINING [P] . KR102275656B1 . 2021-07-09

  机译： 使用对抗性培训的抗逆性语音增强训练的对抗训练方法和装置

• 1. Adversarial Attacks and Defenses in Deep Learning [J] . Kui Ren, Tianhang Zheng, Zhan Qin, 工程（英文） . 2020,第003期
• 2. Adversarial Attacks and Defenses in Deep Learning [J] . Kui Ren, Tianhang Zheng, Zhan Qin, 工程（英文） . 2020,第003期
• 3. General image classification method based on semi-supervised generative adversarial networks [J] . Su Lei, Xu Xiangyi, Lu Qiyu, 高技术通讯（英文版） . 2019,第001期
• 4. Adversarial Defense for Deep Speaker Recognition Using Hybrid Adversarial Training [C] . Monisankha Pal, Arindam Jati, Raghuveer Peri, IEEE International Conference on Acoustics, Speech and Signal Processing . 2021
• 5. Towards Adversarial and Non-Adversarial Robustness of Machine Learning and Signal Processing: Fundamental Limits and Algorithms [D] . Yi, Jirong. 2021
• 6. Deep learning approach to classification of lung cytological images: Two-step training using actual and synthesized images by progressive growing of generative adversarial networks [O] . Atsushi Teramoto, Tetsuya Tsukamoto, Ayumi Yamada, 2020
• 7. Bilateral Adversarial Training: Towards Fast Training of More Robust Models Against Adversarial Attacks [O] . Jianyu Wang, Haichao Zhang 2019

• 1. Primary User Adversarial Attacks on Deep Learning-Based Spectrum Sensing and the Defense Method [J] . Shilian Zheng ,Linhui Ye ,Xuanye Wang . 中国通信 . 2021,第012期
• 2. Robust Image Watermarking Based on Generative Adversarial Network [J] . Kangli Hao ,Guorui Feng ,Xinpeng Zhang . 中国通信 . 2020,第011期
• 3. 基于对抗训练和VAE样本修复的对抗攻击防御技术研究 [C] . GUO Min ,郭敏 ,ZENG Yingming . 第34次全国计算机安全学术交流会 . -1
• 4. 面向自然语言处理系统的对抗攻击与防御研究 [A] . 李进锋 . 2020