Constrained Optimization with Dynamic Bound-scaling for Effective NLPBackdoor Defense

11 February 2022

Papers citing "Constrained Optimization with Dynamic Bound-scaling for Effective NLPBackdoor Defense"

28 / 28 papers shown

Title
BadJudge: Backdoor Vulnerabilities of LLM-as-a-Judge Terry Tong Fei Wang Zhe Zhao Mengzhao Chen AAML ELM 37 1 0 01 Mar 2025
CROW: Eliminating Backdoors from Large Language Models via Internal Consistency Regularization Nay Myat Min Long H. Pham Yige Li Jun Sun AAML 69 4 0 18 Nov 2024
Data-centric NLP Backdoor Defense from the Lens of Memorization Zhenting Wang Zhizhi Wang Mingyu Jin Mengnan Du Juan Zhai Shiqing Ma 31 3 0 21 Sep 2024
CLIBE: Detecting Dynamic Backdoors in Transformer-based NLP Models Rui Zeng Xi Chen Yuwen Pu Xuhong Zhang Tianyu Du Shouling Ji 41 2 0 02 Sep 2024
Large Language Models are Good Attackers: Efficient and Stealthy Textual Backdoor Attacks Ziqiang Li Yueqi Zeng Pengfei Xia Lei Liu Zhangjie Fu Bin Li SILM AAML 55 2 0 21 Aug 2024
UNIT: Backdoor Mitigation via Automated Neural Distribution Tightening Shuyang Cheng Guangyu Shen Kaiyuan Zhang Guanhong Tao Shengwei An Hanxi Guo Shiqing Ma Xiangyu Zhang AAML 31 0 0 16 Jul 2024
TrojFM: Resource-efficient Backdoor Attacks against Very Large Foundation Models Yuzhou Nie Yanting Wang Jinyuan Jia Michael J. De Lucia Nathaniel D. Bastian Wenbo Guo Dawn Song SILM AAML 36 5 0 27 May 2024
LOTUS: Evasive and Resilient Backdoor Attacks through Sub-Partitioning Shuyang Cheng Guanhong Tao Yingqi Liu Guangyu Shen Shengwei An Shiwei Feng Xiangzhe Xu Kaiyuan Zhang Shiqing Ma Xiangyu Zhang AAML 35 4 0 25 Mar 2024
Acquiring Clean Language Models from Backdoor Poisoned Datasets by Downscaling Frequency Space Zongru Wu Zhuosheng Zhang Pengzhou Cheng Gongshen Liu AAML 44 4 0 19 Feb 2024
Rapid Optimization for Jailbreaking LLMs via Subconscious Exploitation and Echopraxia Guangyu Shen Shuyang Cheng Kai-xian Zhang Guanhong Tao Shengwei An Lu Yan Zhuo Zhang Shiqing Ma Xiangyu Zhang 20 10 0 08 Feb 2024
TextGuard: Provable Defense against Backdoor Attacks on Text Classification Hengzhi Pei Jinyuan Jia Wenbo Guo Bo-wen Li Dawn Song SILM 21 9 0 19 Nov 2023
Setting the Trap: Capturing and Defeating Backdoors in Pretrained Language Models through Honeypots Ruixiang Tang Jiayi Yuan Yiming Li Zirui Liu Rui Chen Xia Hu AAML 36 13 0 28 Oct 2023
Backdoor Attacks and Countermeasures in Natural Language Processing Models: A Comprehensive Security Review Pengzhou Cheng Zongru Wu Wei Du Haodong Zhao Wei Lu Gongshen Liu SILM AAML 31 17 0 12 Sep 2023
LMSanitator: Defending Prompt-Tuning Against Task-Agnostic Backdoors Chengkun Wei Wenlong Meng Zhikun Zhang M. Chen Ming-Hui Zhao Wenjing Fang Lei Wang Zihui Zhang Wenzhi Chen AAML 29 8 0 26 Aug 2023
TIJO: Trigger Inversion with Joint Optimization for Defending Multimodal Backdoored Models Indranil Sur Karan Sikka Matthew Walmer K. Koneripalli Anirban Roy Xiaoyu Lin Ajay Divakaran Susmit Jha 32 8 0 07 Aug 2023
ParaFuzz: An Interpretability-Driven Technique for Detecting Poisoned Samples in NLP Lu Yan Zhuo Zhang Guanhong Tao Kaiyuan Zhang Xuan Chen Guangyu Shen Xiangyu Zhang AAML SILM 62 16 0 04 Aug 2023
NOTABLE: Transferable Backdoor Attacks Against Prompt-based NLP Models Kai Mei Zheng Li Zhenting Wang Yang Zhang Shiqing Ma AAML SILM 37 48 0 28 May 2023
Exploring the Landscape of Machine Unlearning: A Comprehensive Survey and Taxonomy T. Shaik Xiaohui Tao Haoran Xie Lin Li Xiaofeng Zhu Qingyuan Li MU 36 25 0 10 May 2023
UNICORN: A Unified Backdoor Trigger Inversion Framework Zhenting Wang Kai Mei Juan Zhai Shiqing Ma LLMSV 35 44 0 05 Apr 2023
Black-box Backdoor Defense via Zero-shot Image Purification Yucheng Shi Mengnan Du Xuansheng Wu Zihan Guan Jin Sun Ninghao Liu 40 28 0 21 Mar 2023
Backdoor Vulnerabilities in Normally Trained Deep Learning Models Guanhong Tao Zhenting Wang Shuyang Cheng Shiqing Ma Shengwei An Yingqi Liu Guangyu Shen Zhuo Zhang Yunshu Mao Xiangyu Zhang SILM 22 17 0 29 Nov 2022
A Survey on Backdoor Attack and Defense in Natural Language Processing Xuan Sheng Zhaoyang Han Piji Li Xiangmao Chang SILM 19 19 0 22 Nov 2022
Rickrolling the Artist: Injecting Backdoors into Text Encoders for Text-to-Image Synthesis Lukas Struppek Dominik Hintersdorf Kristian Kersting SILM 22 36 0 04 Nov 2022
Rethinking the Reverse-engineering of Trojan Triggers Zhenting Wang Kai Mei Hailun Ding Juan Zhai Shiqing Ma 18 45 0 27 Oct 2022
BITE: Textual Backdoor Attacks with Iterative Trigger Injection Jun Yan Vansh Gupta Xiang Ren SILM 28 46 0 25 May 2022
Training with More Confidence: Mitigating Injected and Natural Backdoors During Training Zhenting Wang Hailun Ding Juan Zhai Shiqing Ma AAML 21 45 0 13 Feb 2022
Mitigating backdoor attacks in LSTM-based Text Classification Systems by Backdoor Keyword Identification Chuanshuai Chen Jiazhu Dai SILM 55 125 0 11 Jul 2020
Generating Natural Language Adversarial Examples M. Alzantot Yash Sharma Ahmed Elgohary Bo-Jhang Ho Mani B. Srivastava Kai-Wei Chang AAML 245 915 0 21 Apr 2018