Backdoor Attacks and Countermeasures in Natural Language Processing
Models: A Comprehensive Security Review

Backdoor Attacks and Countermeasures in Natural Language Processing Models: A Comprehensive Security Review

12 September 2023

Papers citing "Backdoor Attacks and Countermeasures in Natural Language Processing Models: A Comprehensive Security Review"

15 / 15 papers shown

Title
PoisonPrompt: Backdoor Attack on Prompt-based Large Language Models Hongwei Yao Jian Lou Zhan Qin SILM AAML 49 30 0 19 Oct 2023
UOR: Universal Backdoor Attacks on Pre-trained Language Models Wei Du Peixuan Li Bo-wen Li Haodong Zhao Gongshen Liu AAML 37 8 0 16 May 2023
Backdoor Learning on Sequence to Sequence Models Lichang Chen Minhao Cheng Heng-Chiao Huang SILM 52 18 0 03 May 2023
Defending against Insertion-based Textual Backdoor Attacks via Attribution Jiazhao Li Zhuofeng Wu Wei Ping Chaowei Xiao V. Vydiswaran 40 23 0 03 May 2023
Prompt as Triggers for Backdoor Attack: Examining the Vulnerability in Language Models Shuai Zhao Jinming Wen Anh Tuan Luu J. Zhao Jie Fu SILM 54 88 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 41 41 0 27 Apr 2023
TrojText: Test-time Invisible Textual Trojan Insertion Qiang Lou Ye Liu Bo Feng 24 23 0 03 Mar 2023
NCL: Textual Backdoor Defense Using Noise-augmented Contrastive Learning Shengfang Zhai Qingni Shen Xiaoyi Chen Weilong Wang Cong Li Yuejian Fang Zhonghai Wu AAML 37 8 0 03 Mar 2023
A Study of the Attention Abnormality in Trojaned BERTs Weimin Lyu Songzhu Zheng Teng Ma Chao Chen 44 53 0 13 May 2022
Mind the Style of Text! Adversarial and Backdoor Attacks Based on Text Style Transfer Fanchao Qi Yangyi Chen Xurui Zhang Mukai Li Zhiyuan Liu Maosong Sun AAML SILM 75 171 0 14 Oct 2021
BFClass: A Backdoor-free Text Classification Framework Zichao Li Dheeraj Mekala Chengyu Dong Jingbo Shang SILM 53 27 0 22 Sep 2021
Mitigating backdoor attacks in LSTM-based Text Classification Systems by Backdoor Keyword Identification Chuanshuai Chen Jiazhu Dai SILM 48 126 0 11 Jul 2020
Model-Reuse Attacks on Deep Learning Systems Yujie Ji Xinyang Zhang S. Ji Xiapu Luo Ting Wang SILM AAML 111 186 0 02 Dec 2018
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 294 6,927 0 20 Apr 2018
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 170 3,504 0 10 Jun 2015