Contextualized Perturbation for Textual Adversarial Attack

16 September 2020

Hao Peng

Papers citing "Contextualized Perturbation for Textual Adversarial Attack"

50 / 58 papers shown

Title
Tougher Text, Smarter Models: Raising the Bar for Adversarial Defence Benchmarks Yang Wang Chenghua Lin ELM 40 0 0 05 Jan 2025
CERT-ED: Certifiably Robust Text Classification for Edit Distance Zhuoqun Huang Yipeng Wang Seunghee Shin Benjamin I. P. Rubinstein AAML 56 1 0 01 Aug 2024
Advancing the Robustness of Large Language Models through Self-Denoised Smoothing Jiabao Ji Bairu Hou Zhen Zhang Guanhua Zhang Wenqi Fan Qing Li Yang Zhang Gaowen Liu Sijia Liu Shiyu Chang AAML 43 6 0 18 Apr 2024
VertAttack: Taking advantage of Text Classifiers' horizontal vision Jonathan Rusert AAML 43 1 0 12 Apr 2024
A Modified Word Saliency-Based Adversarial Attack on Text Classification Models Hetvi Waghela Sneha Rakshit Jaydip Sen AAML 31 7 0 17 Mar 2024
Single Word Change is All You Need: Designing Attacks and Defenses for Text Classifiers Lei Xu Sarah Alnegheimish Laure Berti-Equille Alfredo Cuesta-Infante K. Veeramachaneni AAML 27 0 0 30 Jan 2024
Toward Stronger Textual Attack Detectors Pierre Colombo Marine Picot Nathan Noiry Guillaume Staerman Pablo Piantanida 62 5 0 21 Oct 2023
A Classification-Guided Approach for Adversarial Attacks against Neural Machine Translation Sahar Sadrizadeh Ljiljana Dolamic P. Frossard AAML SILM 44 2 0 29 Aug 2023
Automated Testing and Improvement of Named Entity Recognition Systems Boxi Yu Yi-Nuo Hu Qiuyang Mang Wen-Ying Hu Pinjia He 25 6 0 14 Aug 2023
LimeAttack: Local Explainable Method for Textual Hard-Label Adversarial Attack HaiXiang Zhu Zhaoqing Yang Weiwei Shang Yuren Wu AAML FAtt 10 3 0 01 Aug 2023
Text-CRS: A Generalized Certified Robustness Framework against Textual Adversarial Attacks Xinyu Zhang Hanbin Hong Yuan Hong Peng Huang Binghui Wang Zhongjie Ba Kui Ren SILM 44 18 0 31 Jul 2023
Exploring Multimodal Approaches for Alzheimer's Disease Detection Using Patient Speech Transcript and Audio Data Hongmin Cai Xiaoke Huang Zheng Liu Wenxiong Liao Haixing Dai ... Dajiang Zhu Hui Ren Quanzheng Li Tianming Liu Xiang Li 40 18 0 05 Jul 2023
From Adversarial Arms Race to Model-centric Evaluation: Motivating a Unified Automatic Robustness Evaluation Framework Yangyi Chen Hongcheng Gao Yuchen Zhang Lifan Yuan Dehan Kong ... Longtao Huang H. Xue Zhiyuan Liu Maosong Sun Heng Ji AAML ELM 33 6 0 29 May 2023
Modeling Adversarial Attack on Pre-trained Language Models as Sequential Decision Making Xuanjie Fang Sijie Cheng Yang Liu Wen Wang AAML 42 9 0 27 May 2023
Smaller Language Models are Better Black-box Machine-Generated Text Detectors Niloofar Mireshghallah Justus Mattern Sicun Gao Reza Shokri Taylor Berg-Kirkpatrick DeLMO 27 48 0 17 May 2023
ParaLS: Lexical Substitution via Pretrained Paraphraser Jipeng Qiang Kang Liu Yun Li Yunhao Yuan Yi Zhu KELM 34 11 0 14 May 2023
Attack Named Entity Recognition by Entity Boundary Interference Yifei Yang Hongqiu Wu Hai Zhao AAML 24 5 0 09 May 2023
Did You Train on My Dataset? Towards Public Dataset Protection with Clean-Label Backdoor Watermarking Ruixiang Tang Qizhang Feng Ninghao Liu Fan Yang Xia Hu 26 36 0 20 Mar 2023
Frauds Bargain Attack: Generating Adversarial Text Samples via Word Manipulation Process Mingze Ni Zhen-Biao Sun Wei Liu AAML SILM 35 7 0 01 Mar 2023
TextShield: Beyond Successfully Detecting Adversarial Sentences in Text Classification Lingfeng Shen Ze Zhang Haiyun Jiang Ying-Cong Chen AAML 45 5 0 03 Feb 2023
Generating Textual Adversaries with Minimal Perturbation Xingyi Zhao Lu Zhang Depeng Xu Shuhan Yuan DeLMO AAML 17 2 0 12 Nov 2022
Preserving Semantics in Textual Adversarial Attacks David Herel Hugo Cisneros Tomáš Mikolov AAML 40 6 0 08 Nov 2022
Robustness of Fusion-based Multimodal Classifiers to Cross-Modal Content Dilutions Gaurav Verma Vishwa Vinay Ryan A. Rossi Srijan Kumar VLM AAML 13 8 0 04 Nov 2022
TASA: Deceiving Question Answering Models by Twin Answer Sentences Attack Yu Cao Dianqi Li Meng Fang Dinesh Manocha Jun Gao Yibing Zhan Dacheng Tao AAML 26 15 0 27 Oct 2022
TCAB: A Large-Scale Text Classification Attack Benchmark Kalyani Asthana Zhouhang Xie Wencong You Adam Noack Jonathan Brophy Sameer Singh Daniel Lowd 44 3 0 21 Oct 2022
Why Should Adversarial Perturbations be Imperceptible? Rethink the Research Paradigm in Adversarial NLP Yangyi Chen Hongcheng Gao Yuchen Zhang Fanchao Qi Longtao Huang Zhiyuan Liu Maosong Sun SILM 27 45 0 19 Oct 2022
Controllable Fake Document Infilling for Cyber Deception Yibo Hu Yu Lin Eric Parolin Latif Khan Kevin W. Hamlen 35 8 0 18 Oct 2022
A Context-Aware Approach for Textual Adversarial Attack through Probability Difference Guided Beam Search Huijun Liu Jie Yu Shasha Li Jun Ma Bin Ji AAML 38 1 0 17 Aug 2022
Rethinking Textual Adversarial Defense for Pre-trained Language Models Jiayi Wang Rongzhou Bao ZhuoSheng Zhang Hai Zhao AAML SILM 28 11 0 21 Jul 2022
Learning to Ignore Adversarial Attacks Yiming Zhang Yan Zhou Samuel Carton Chenhao Tan 57 2 0 23 May 2022
AEON: A Method for Automatic Evaluation of NLP Test Cases Jen-tse Huang Jianping Zhang Wenxuan Wang Pinjia He Yuxin Su Michael R. Lyu 45 23 0 13 May 2022
Don't sweat the small stuff, classify the rest: Sample Shielding to protect text classifiers against adversarial attacks Jonathan Rusert P. Srinivasan AAML 19 3 0 03 May 2022
Detecting Textual Adversarial Examples Based on Distributional Characteristics of Data Representations Na Liu Mark Dras Wei Emma Zhang AAML 24 6 0 29 Apr 2022
Adversarial Training for Improving Model Robustness? Look at Both Prediction and Interpretation Hanjie Chen Yangfeng Ji OOD AAML VLM 34 21 0 23 Mar 2022
Distinguishing Non-natural from Natural Adversarial Samples for More Robust Pre-trained Language Model Jiayi Wang Rongzhou Bao ZhuoSheng Zhang Hai Zhao AAML 29 4 0 19 Mar 2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness Tejas Gokhale Swaroop Mishra Man Luo Bhavdeep Singh Sachdeva Chitta Baral 52 29 0 15 Mar 2022
Identifying Adversarial Attacks on Text Classifiers Zhouhang Xie Jonathan Brophy Adam Noack Wencong You Kalyani Asthana Carter Perkins Sabrina Reis Sameer Singh Daniel Lowd AAML 31 9 0 21 Jan 2022
Unifying Model Explainability and Robustness for Joint Text Classification and Rationale Extraction Dongfang Li Baotian Hu Qingcai Chen Tujie Xu Jingcong Tao Yunan Zhang 32 12 0 20 Dec 2021
Measure and Improve Robustness in NLP Models: A Survey Xuezhi Wang Haohan Wang Diyi Yang 139 130 0 15 Dec 2021
NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentation Kaustubh D. Dhole Varun Gangal Sebastian Gehrmann Aadesh Gupta Zhenhao Li ... Tianbao Xie Usama Yaseen Michael A. Yee Jing Zhang Yue Zhang 174 86 0 06 Dec 2021
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
Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey Bonan Min Hayley L Ross Elior Sulem Amir Pouran Ben Veyseh Thien Huu Nguyen Oscar Sainz Eneko Agirre Ilana Heinz Dan Roth LM&MA VLM AI4CE 83 1,038 0 01 Nov 2021
Automatically Exposing Problems with Neural Dialog Models Dian Yu Kenji Sagae 31 9 0 14 Sep 2021
Virtual Data Augmentation: A Robust and General Framework for Fine-tuning Pre-trained Models Kun Zhou Wayne Xin Zhao Sirui Wang Fuzheng Zhang Wei Wu Ji-Rong Wen AAML 31 7 0 13 Sep 2021
A Strong Baseline for Query Efficient Attacks in a Black Box Setting Rishabh Maheshwary Saket Maheshwary Vikram Pudi AAML 30 30 0 10 Sep 2021
Gradient-based Adversarial Attacks against Text Transformers Chuan Guo Alexandre Sablayrolles Hervé Jégou Douwe Kiela SILM 106 228 0 15 Apr 2021
Sometimes We Want Translationese Prasanna Parthasarathi Koustuv Sinha J. Pineau Adina Williams AAML 22 4 0 15 Apr 2021
Polyjuice: Generating Counterfactuals for Explaining, Evaluating, and Improving Models Tongshuang Wu Marco Tulio Ribeiro Jeffrey Heer Daniel S. Weld 41 243 0 01 Jan 2021
Improving Text Generation with Student-Forcing Optimal Transport Guoyin Wang Chunyuan Li Jianqiao Li Hao Fu Yuh-Chen Lin ... Ruiyi Zhang Wenlin Wang Dinghan Shen Qian Yang Lawrence Carin OT 30 17 0 12 Oct 2020
Robust Encodings: A Framework for Combating Adversarial Typos Erik Jones Robin Jia Aditi Raghunathan Percy Liang AAML 142 102 0 04 May 2020