Backdoor Attacks on Pre-trained Models by Layerwise Weight Poisoning

31 August 2021

Xipeng Qiu

Papers citing "Backdoor Attacks on Pre-trained Models by Layerwise Weight Poisoning"

39 / 89 papers shown

Title
PETA: Parameter-Efficient Trojan Attacks Lauren Hong Ting Wang AAML 50 1 0 01 Oct 2023
Large Language Model Alignment: A Survey Tianhao Shen Renren Jin Yufei Huang Chuang Liu Weilong Dong Zishan Guo Xinwei Wu Yan Liu Deyi Xiong LM&MA 24 177 0 26 Sep 2023
Defending Pre-trained Language Models as Few-shot Learners against Backdoor Attacks Zhaohan Xi Tianyu Du Changjiang Li Ren Pang S. Ji Jinghui Chen Fenglong Ma Ting Wang AAML 16 29 0 23 Sep 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 37 18 0 12 Sep 2023
A Comprehensive Overview of Backdoor Attacks in Large Language Models within Communication Networks Haomiao Yang Kunlan Xiang Mengyu Ge Hongwei Li Rongxing Lu Shui Yu SILM 30 41 0 28 Aug 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 9 0 26 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
On the Trustworthiness Landscape of State-of-the-art Generative Models: A Survey and Outlook Mingyuan Fan Chengyu Wang Cen Chen Yang Liu Jun Huang HILM 39 3 0 31 Jul 2023
From Shortcuts to Triggers: Backdoor Defense with Denoised PoE Qin Liu Fei Wang Chaowei Xiao Muhao Chen AAML 37 22 0 24 May 2023
Watermarking Text Data on Large Language Models for Dataset Copyright Yixin Liu Hongsheng Hu Xun Chen Xuyun Zhang Lichao Sun WaLM 21 22 0 22 May 2023
Mitigating Backdoor Poisoning Attacks through the Lens of Spurious Correlation Xuanli He Qiongkai Xu Jun Wang Benjamin I. P. Rubinstein Trevor Cohn AAML 37 18 0 19 May 2023
UOR: Universal Backdoor Attacks on Pre-trained Language Models Wei Du Peixuan Li Bo-wen Li Haodong Zhao Gongshen Liu AAML 39 7 0 16 May 2023
Diffusion Theory as a Scalpel: Detecting and Purifying Poisonous Dimensions in Pre-trained Language Models Caused by Backdoor or Bias Zhiyuan Zhang Deli Chen Hao Zhou Fandong Meng Jie Zhou Xu Sun 36 5 0 08 May 2023
Defending against Insertion-based Textual Backdoor Attacks via Attribution Jiazhao Li Zhuofeng Wu Ming-Yu Liu Chaowei Xiao V. Vydiswaran 48 23 0 03 May 2023
Prompt as Triggers for Backdoor Attack: Examining the Vulnerability in Language Models Shuai Zhao Jinming Wen Anh Tuan Luu Jun Zhao Jie Fu SILM 62 90 0 02 May 2023
ChatGPT as an Attack Tool: Stealthy Textual Backdoor Attack via Blackbox Generative Model Trigger Jiazhao Li Yijin Yang Zhuofeng Wu V. Vydiswaran Chaowei Xiao SILM 64 42 0 27 Apr 2023
Origin Tracing and Detecting of LLMs Linyang Li Pengyu Wang Kerong Ren Tianxiang Sun Xipeng Qiu LLMAG 94 31 0 27 Apr 2023
Backdoor Attacks with Input-unique Triggers in NLP Xukun Zhou Jiwei Li Tianwei Zhang Lingjuan Lyu Muqiao Yang Jun He SILM AAML 30 9 0 25 Mar 2023
Stealing the Decoding Algorithms of Language Models A. Naseh Kalpesh Krishna Mohit Iyyer Amir Houmansadr MLAU 56 20 0 08 Mar 2023
Aegis: Mitigating Targeted Bit-flip Attacks against Deep Neural Networks Jialai Wang Ziyuan Zhang Meiqi Wang Han Qiu Tianwei Zhang Qi Li Zongpeng Li Tao Wei Chao Zhang AAML 22 20 0 27 Feb 2023
Attacks in Adversarial Machine Learning: A Systematic Survey from the Life-cycle Perspective Baoyuan Wu Zihao Zhu Li Liu Qingshan Liu Zhaofeng He Siwei Lyu AAML 44 21 0 19 Feb 2023
Training-free Lexical Backdoor Attacks on Language Models Yujin Huang Terry Yue Zhuo Qiongkai Xu Han Hu Xingliang Yuan Chunyang Chen SILM 36 42 0 08 Feb 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
On the Security Vulnerabilities of Text-to-SQL Models Xutan Peng Yipeng Zhang Jingfeng Yang Mark Stevenson SILM 31 10 0 28 Nov 2022
BadPrompt: Backdoor Attacks on Continuous Prompts Xiangrui Cai Haidong Xu Sihan Xu Ying Zhang Xiaojie Yuan SILM 28 62 0 27 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
Fine-mixing: Mitigating Backdoors in Fine-tuned Language Models Zhiyuan Zhang Lingjuan Lyu Xingjun Ma Chenguang Wang Xu Sun AAML 23 41 0 18 Oct 2022
Expose Backdoors on the Way: A Feature-Based Efficient Defense against Textual Backdoor Attacks Sishuo Chen Wenkai Yang Zhiyuan Zhang Xiaohan Bi Xu Sun SILM AAML 42 24 0 14 Oct 2022
Watermarking Pre-trained Language Models with Backdooring Chenxi Gu Chengsong Huang Xiaoqing Zheng Kai-Wei Chang Cho-Jui Hsieh WaLM 28 44 0 14 Oct 2022
BAFFLE: Hiding Backdoors in Offline Reinforcement Learning Datasets Chen Gong Zhou Yang Yunru Bai Junda He Jieke Shi ... Arunesh Sinha Bowen Xu Xinwen Hou David Lo Guoliang Fan AAML OffRL 29 7 0 07 Oct 2022
A Unified Evaluation of Textual Backdoor Learning: Frameworks and Benchmarks Ganqu Cui Lifan Yuan Bingxiang He Yangyi Chen Zhiyuan Liu Maosong Sun AAML ELM SILM 26 69 0 17 Jun 2022
Threats to Pre-trained Language Models: Survey and Taxonomy Shangwei Guo Chunlong Xie Jiwei Li Lingjuan Lyu Tianwei Zhang PILM 27 30 0 14 Feb 2022
Triggerless Backdoor Attack for NLP Tasks with Clean Labels Leilei Gan Jiwei Li Tianwei Zhang Xiaoya Li Yuxian Meng Fei Wu Yi Yang Shangwei Guo Chun Fan AAML SILM 27 74 0 15 Nov 2021
BadPre: Task-agnostic Backdoor Attacks to Pre-trained NLP Foundation Models Kangjie Chen Yuxian Meng Xiaofei Sun Shangwei Guo Tianwei Zhang Jiwei Li Chun Fan SILM 34 106 0 06 Oct 2021
Red Alarm for Pre-trained Models: Universal Vulnerability to Neuron-Level Backdoor Attacks Zhengyan Zhang Guangxuan Xiao Yongwei Li Tian Lv Fanchao Qi Zhiyuan Liu Yasheng Wang Xin Jiang Maosong Sun AAML 23 68 0 18 Jan 2021
Backdoor Learning: A Survey Yiming Li Yong Jiang Zhifeng Li Shutao Xia AAML 45 590 0 17 Jul 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 243 1,452 0 18 Mar 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 299 6,996 0 20 Apr 2018