Mind the Style of Text! Adversarial and Backdoor Attacks Based on Text Style Transfer

14 October 2021

Zhiyuan Liu

Maosong Sun

AAML

SILM

ArXiv (abs)PDF HTML Github (42★)

Papers citing "Mind the Style of Text! Adversarial and Backdoor Attacks Based on Text Style Transfer"

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Title
ACE: A Security Architecture for LLM-Integrated App Systems Evan Li Tushin Mallick Evan Rose William K. Robertson Alina Oprea Cristina Nita-Rotaru 93 1 0 29 Apr 2025
BadMoE: Backdooring Mixture-of-Experts LLMs via Optimizing Routing Triggers and Infecting Dormant Experts Qingyue Wang Qi Pang Xixun Lin Shuai Wang Daoyuan Wu MoE 109 0 0 24 Apr 2025
Adversarial Training of Reward Models Alexander Bukharin Haifeng Qian Shengyang Sun Adithya Renduchintala Soumye Singhal Ziyi Wang Oleksii Kuchaiev Olivier Delalleau T. Zhao AAML 153 2 0 08 Apr 2025
MADE: Graph Backdoor Defense with Masked Unlearning Xiao Lin amd Mingjie Li Mingjie Li Yisen Wang AAML 160 2 0 03 Jan 2025
When Backdoors Speak: Understanding LLM Backdoor Attacks Through Model-Generated Explanations Huaizhi Ge Yiming Li Qifan Wang Yongfeng Zhang Ruixiang Tang AAML SILM 133 2 0 19 Nov 2024
AdvBDGen: Adversarially Fortified Prompt-Specific Fuzzy Backdoor Generator Against LLM Alignment Pankayaraj Pathmanathan Udari Madhushani Sehwag Michael-Andrei Panaitescu-Liess Furong Huang SILM AAML 85 0 0 15 Oct 2024
Chain-of-Scrutiny: Detecting Backdoor Attacks for Large Language Models Xi Li Ruofan Mao Yusen Zhang Renze Lou Chen Wu Jiaqi Wang LRM AAML 72 14 0 10 Jun 2024
ModelShield: Adaptive and Robust Watermark against Model Extraction Attack Kaiyi Pang Tao Qi Chuhan Wu Minhao Bai Minghu Jiang Yongfeng Huang AAML WaLM 100 4 0 03 May 2024
Beyond Boundaries: A Comprehensive Survey of Transferable Attacks on AI Systems Guangjing Wang Ce Zhou Yuanda Wang Bocheng Chen Hanqing Guo Qiben Yan AAML SILM 121 3 0 20 Nov 2023
Test-time Backdoor Mitigation for Black-Box Large Language Models with Defensive Demonstrations Wenjie Mo Lyne Tchapmi Qin Liu Jiong Wang Jun Yan Chaowei Xiao Muhao Chen Muhao Chen AAML 112 20 0 16 Nov 2023
Turn the Combination Lock: Learnable Textual Backdoor Attacks via Word Substitution Fanchao Qi Yuan Yao Sophia Xu Zhiyuan Liu Maosong Sun SILM 65 131 0 11 Jun 2021
Hidden Killer: Invisible Textual Backdoor Attacks with Syntactic Trigger Fanchao Qi Mukai Li Yangyi Chen Zhengyan Zhang Zhiyuan Liu Yasheng Wang Maosong Sun SILM 70 233 0 26 May 2021
ONION: A Simple and Effective Defense Against Textual Backdoor Attacks Fanchao Qi Yangyi Chen Mukai Li Yuan Yao Zhiyuan Liu Maosong Sun AAML 95 280 0 20 Nov 2020
Reformulating Unsupervised Style Transfer as Paraphrase Generation Kalpesh Krishna John Wieting Mohit Iyyer 70 242 0 12 Oct 2020
CAT-Gen: Improving Robustness in NLP Models via Controlled Adversarial Text Generation Tianlu Wang Xuezhi Wang Yao Qin Ben Packer Kang Li Jilin Chen Alex Beutel Ed H. Chi SILM 74 84 0 05 Oct 2020
Learning to Attack: Towards Textual Adversarial Attacking in Real-world Situations Yuan Zang Bairu Hou Fanchao Qi Zhiyuan Liu Xiaojun Meng Maosong Sun 46 11 0 19 Sep 2020
Mitigating backdoor attacks in LSTM-based Text Classification Systems by Backdoor Keyword Identification Chuanshuai Chen Jiazhu Dai SILM 94 135 0 11 Jul 2020
Weight Poisoning Attacks on Pre-trained Models Keita Kurita Paul Michel Graham Neubig AAML SILM 134 453 0 14 Apr 2020
A Probabilistic Formulation of Unsupervised Text Style Transfer Junxian He Xinyi Wang Graham Neubig Taylor Berg-Kirkpatrick OOD 35 132 0 10 Feb 2020
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 237 7,547 0 02 Oct 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 373 6,467 0 26 Sep 2019
Adversarial Attacks and Defenses in Images, Graphs and Text: A Review Han Xu Yao Ma Haochen Liu Debayan Deb Hui Liu Jiliang Tang Anil K. Jain AAML 67 678 0 17 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,301 0 27 Aug 2019
Transforming Delete, Retrieve, Generate Approach for Controlled Text Style Transfer A. Sudhakar Bhargav Upadhyay Arjun Maheswaran 63 168 0 25 Aug 2019
Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment Di Jin Zhijing Jin Qiufeng Wang Peter Szolovits SILM AAML 185 1,086 0 27 Jul 2019
A backdoor attack against LSTM-based text classification systems Jiazhu Dai Chuanshuai Chen SILM 83 329 0 29 May 2019
A Dual Reinforcement Learning Framework for Unsupervised Text Style Transfer Fuli Luo Peng Li Jie Zhou Pengcheng Yang Baobao Chang Zhifang Sui Xu Sun OffRL 62 173 0 24 May 2019
Style Transformer: Unpaired Text Style Transfer without Disentangled Latent Representation Ning Dai Jianze Liang Xipeng Qiu Xuanjing Huang DRL 76 204 0 14 May 2019
Text Processing Like Humans Do: Visually Attacking and Shielding NLP Systems Steffen Eger Gözde Gül Sahin Andreas Rucklé Ji-Ung Lee Claudia Schulz Mohsen Mesgar Krishnkant Swarnkar Edwin Simpson Iryna Gurevych AAML 100 163 0 27 Mar 2019
Reinforcement Learning Based Text Style Transfer without Parallel Training Corpus Hongyu Gong S. Bhat Lingfei Wu Jinjun Xiong Wen-mei W. Hwu OffRL 68 95 0 26 Mar 2019
TextBugger: Generating Adversarial Text Against Real-world Applications Jinfeng Li S. Ji Tianyu Du Bo Li Ting Wang SILM AAML 211 743 0 13 Dec 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Hate Speech Dataset from a White Supremacy Forum Ona de Gibert Naiara Pérez Aitor García-Pablos Montse Cuadros 72 423 0 12 Sep 2018
Disentangled Representation Learning for Non-Parallel Text Style Transfer V. John Lili Mou Hareesh Bahuleyan Olga Vechtomova DRL 75 302 0 13 Aug 2018
Unsupervised Text Style Transfer using Language Models as Discriminators Zichao Yang Zhiting Hu Chris Dyer Eric Xing Taylor Berg-Kirkpatrick 76 273 0 30 May 2018
Unpaired Sentiment-to-Sentiment Translation: A Cycled Reinforcement Learning Approach Jingjing Xu Xu Sun Qi Zeng Xuancheng Ren Xiaodong Zhang Houfeng Wang Wenjie Li 82 210 0 14 May 2018
Style Transfer Through Back-Translation Shrimai Prabhumoye Yulia Tsvetkov Ruslan Salakhutdinov A. Black 104 386 0 24 Apr 2018
Generating Natural Language Adversarial Examples M. Alzantot Yash Sharma Ahmed Elgohary Bo-Jhang Ho Mani B. Srivastava Kai-Wei Chang AAML 412 933 0 21 Apr 2018
Delete, Retrieve, Generate: A Simple Approach to Sentiment and Style Transfer Juncen Li Robin Jia He He Percy Liang 93 553 0 17 Apr 2018
Adversarial Example Generation with Syntactically Controlled Paraphrase Networks Mohit Iyyer John Wieting Kevin Gimpel Luke Zettlemoyer AAML GAN 341 719 0 17 Apr 2018
SHAPED: Shared-Private Encoder-Decoder for Text Style Adaptation Ye Zhang Nan Ding Radu Soricut 70 49 0 11 Apr 2018
Dear Sir or Madam, May I introduce the GYAFC Dataset: Corpus, Benchmarks and Metrics for Formality Style Transfer Sudha Rao Joel R. Tetreault 65 399 0 17 Mar 2018
Black-box Generation of Adversarial Text Sequences to Evade Deep Learning Classifiers Ji Gao Jack Lanchantin M. Soffa Yanjun Qi AAML 137 723 0 13 Jan 2018
Style Transfer in Text: Exploration and Evaluation Zhenxin Fu Xiaoye Tan Nanyun Peng Dongyan Zhao Rui Yan 84 507 0 18 Nov 2017
Synthetic and Natural Noise Both Break Neural Machine Translation Yonatan Belinkov Yonatan Bisk 114 743 0 06 Nov 2017
Generating Natural Adversarial Examples Zhengli Zhao Dheeru Dua Sameer Singh GAN AAML 186 601 0 31 Oct 2017
BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain Tianyu Gu Brendan Dolan-Gavitt S. Garg SILM 130 1,782 0 22 Aug 2017
Adversarial Examples for Evaluating Reading Comprehension Systems Robin Jia Percy Liang AAML ELM 209 1,609 0 23 Jul 2017
Style Transfer from Non-Parallel Text by Cross-Alignment T. Shen Tao Lei Regina Barzilay Tommi Jaakkola 124 776 0 26 May 2017
Toward Controlled Generation of Text Zhiting Hu Zichao Yang Xiaodan Liang Ruslan Salakhutdinov Eric Xing 164 990 0 02 Mar 2017