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AUCPro: AUC-Oriented Provable Robustness Learning 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2025, 卷号: 47, 期号: 6, 页码: 4579-4596
作者:  Bao, Shilong;  Xu, Qianqian;  Yang, Zhiyong;  He, Yuan;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：1/0  |  提交时间：2025/12/03
Robustness  Training  Perturbation methods  Machine learning  Heavily-tailed distribution  Smoothing methods  Gaussian noise  Data mining  Standards  Protocols  AUC-oriented learning  adversarial robustness  machine learning  
RobustPrompt: Learning to defend against adversarial attacks with adaptive visual prompts 期刊论文
PATTERN RECOGNITION LETTERS, 2025, 卷号: 190, 页码: 161-168
作者:  Liu, Chang;  Xiang, Wenzhao;  Dong, Yinpeng;  Zhang, Xingxing;  Wang, Liyuan;  Duan, Ranjie;  Zheng, Shibao;  Su, Hang
收藏  |  浏览/下载：34/0  |  提交时间：2025/06/25
Adversarial robustness  Prompt tuning  Continual learning  Adaptive prompt pool  
SPMGAE: Self-purified masked graph autoencoders release robust expression power 期刊论文
NEUROCOMPUTING, 2025, 卷号: 611, 页码: 14
作者:  Song, Shuhan;  Li, Ping;  Dun, Ming;  Zhang, Yuan;  Cao, Huawei;  Ye, Xiaochun
收藏  |  浏览/下载：60/0  |  提交时间：2024/12/06
Graph neural networks  Masked graph autoencoders  Robustness  Graph adversarial attacks  
FullLoRA: Efficiently Boosting the Robustness of Pretrained Vision Transformers 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2025, 卷号: 34, 页码: 4580-4590
作者:  Yuan, Zheng;  Zhang, Jie;  Shan, Shiguang;  Chen, Xilin
收藏  |  浏览/下载：2/0  |  提交时间：2025/12/03
Training  Computational modeling  Robustness  Adaptation models  Computer vision  Transformers  Visualization  Natural language processing  Image classification  Head  Adversarial training  parameter-efficient  pretrained model  
IDEA: Invariant defense for graph adversarial robustness 期刊论文
INFORMATION SCIENCES, 2024, 卷号: 680, 页码: 18
作者:  Tao, Shuchang;  Cao, Qi;  Shen, Huawei;  Wu, Yunfan;  Xu, Bingbing;  Cheng, Xueqi
收藏  |  浏览/下载：28/0  |  提交时间：2024/12/06
Invariant defense  Adversarial robustness  Causal feature  Graph neural networks  
A Comprehensive Study on Robustness of Image Classification Models: Benchmarking and Rethinking 期刊论文
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2024, 页码: 23
作者:  Liu, Chang;  Dong, Yinpeng;  Xiang, Wenzhao;  Yang, Xiao;  Su, Hang;  Zhu, Jun;  Chen, Yuefeng;  He, Yuan;  Xue, Hui;  Zheng, Shibao
收藏  |  浏览/下载：28/0  |  提交时间：2024/12/06
Robustness benchmark  Distribution shift  Pre-training  Adversarial training  Image classification  
A prompt-based approach to adversarial example generation and robustness enhancement 期刊论文
FRONTIERS OF COMPUTER SCIENCE, 2024, 卷号: 18, 期号: 4, 页码: 12
作者:  Yang, Yuting;  Huang, Pei;  Cao, Juan;  Li, Jintao;  Lin, Yun;  Ma, Feifei
收藏  |  浏览/下载：66/0  |  提交时间：2024/05/20
robustness  adversarial example  prompt learning  pre-trained language model  
Graph Adversarial Immunization for Certifiable Robustness 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 4, 页码: 1597-1610
作者:  Tao, Shuchang;  Cao, Qi;  Shen, Huawei;  Wu, Yunfan;  Hou, Liang;  Cheng, Xueqi
收藏  |  浏览/下载：42/0  |  提交时间：2024/05/20
Adversarial attack  adversarial immunization  certifiable robustness  graph neural networks  node classification