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Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment

27 July 2019

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Papers citing "Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment"

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Title
Natural Language Processing for Policymaking Zhijing Jin Rada Mihalcea AILaw 52 7 0 07 Feb 2023
Less is More: Understanding Word-level Textual Adversarial Attack via n-gram Frequency Descend Ning Lu Shengcai Liu Zhirui Zhang Qi. Wang Haifeng Liu Jiaheng Zhang AAML 152 8 0 06 Feb 2023
TextShield: Beyond Successfully Detecting Adversarial Sentences in Text Classification Lingfeng Shen Ze Zhang Haiyun Jiang Ying-Cong Chen AAML 113 5 0 03 Feb 2023
TransFool: An Adversarial Attack against Neural Machine Translation Models Sahar Sadrizadeh Ljiljana Dolamic P. Frossard SILM AAML 99 12 0 02 Feb 2023
A Mutation-based Text Generation for Adversarial Machine Learning Applications Jesus Guerrero G. Liang I. Alsmadi DeLMO MedIm 68 1 0 21 Dec 2022
ReCode: Robustness Evaluation of Code Generation Models Shiqi Wang Zheng Li Haifeng Qian Cheng Yang Zijian Wang ... Parminder Bhatia Ramesh Nallapati M. K. Ramanathan Dan Roth Bing Xiang 80 90 0 20 Dec 2022
Towards Robustness of Text-to-SQL Models Against Natural and Realistic Adversarial Table Perturbation Xinyu Pi Bin Wang Yan Gao Jiaqi Guo Zhoujun Li Jian-Guang Lou LMTD 95 32 0 20 Dec 2022
TextGrad: Advancing Robustness Evaluation in NLP by Gradient-Driven Optimization Bairu Hou Jinghan Jia Yihua Zhang Guanhua Zhang Yang Zhang Sijia Liu Shiyu Chang SILM AAML 63 24 0 19 Dec 2022
Towards Efficient and Domain-Agnostic Evasion Attack with High-dimensional Categorical Inputs Hongyan Bao Yufei Han Yujun Zhou Xin Gao Xiangliang Zhang AAML 75 5 0 13 Dec 2022
AdvCat: Domain-Agnostic Robustness Assessment for Cybersecurity-Critical Applications with Categorical Inputs Helene Orsini Hongyan Bao Yujun Zhou Xiangrui Xu Yufei Han Longyang Yi Wei Wang Xin Gao Xiangliang Zhang AAML 95 1 0 13 Dec 2022
Identifying the Source of Vulnerability in Explanation Discrepancy: A Case Study in Neural Text Classification Ruixuan Tang Hanjie Chen Yangfeng Ji AAML FAtt 71 3 0 10 Dec 2022
UPTON: Preventing Authorship Leakage from Public Text Release via Data Poisoning Ziyao Wang Thai Le Dongwon Lee 75 1 0 17 Nov 2022
Efficient Adversarial Training with Robust Early-Bird Tickets Zhiheng Xi Rui Zheng Tao Gui Qi Zhang Xuanjing Huang AAML 84 9 0 14 Nov 2022
Generating Textual Adversaries with Minimal Perturbation Xingyi Zhao Lu Zhang Depeng Xu Shuhan Yuan DeLMO AAML 45 2 0 12 Nov 2022
Impact of Adversarial Training on Robustness and Generalizability of Language Models Enes Altinisik Hassan Sajjad Husrev Taha Sencar Safa Messaoud Sanjay Chawla AAML 59 11 0 10 Nov 2022
Robust Smart Home Face Recognition under Starving Federated Data Jaechul Roh Yajun Fang FedML CVBM AAML 61 0 0 10 Nov 2022
MSDT: Masked Language Model Scoring Defense in Text Domain Jaechul Roh Minhao Cheng Yajun Fang AAML 36 1 0 10 Nov 2022
Accelerating Adversarial Perturbation by 50% with Semi-backward Propagation Zhiqi Bu AAML 55 0 0 09 Nov 2022
NaturalAdversaries: Can Naturalistic Adversaries Be as Effective as Artificial Adversaries? Saadia Gabriel Hamid Palangi Yejin Choi AAML 91 1 0 08 Nov 2022
Preserving Semantics in Textual Adversarial Attacks David Herel Hugo Cisneros Tomas Mikolov AAML 92 6 0 08 Nov 2022
Robust Lottery Tickets for Pre-trained Language Models Rui Zheng Rong Bao Yuhao Zhou Di Liang Sirui Wang Wei Wu Tao Gui Qi Zhang Xuanjing Huang AAML 87 14 0 06 Nov 2022
Textual Manifold-based Defense Against Natural Language Adversarial Examples D. M. Nguyen Anh Tuan Luu AAML 84 17 0 05 Nov 2022
Unintended Memorization and Timing Attacks in Named Entity Recognition Models Rana Salal Ali Benjamin Zi Hao Zhao Hassan Jameel Asghar Tham Nguyen Ian D. Wood Dali Kaafar AAML 51 3 0 04 Nov 2022
Character-level White-Box Adversarial Attacks against Transformers via Attachable Subwords Substitution Aiwei Liu Honghai Yu Xuming Hu Shuang Li Li Lin Fukun Ma Yawen Yang Lijie Wen 86 35 0 31 Oct 2022
Isometric 3D Adversarial Examples in the Physical World Yibo Miao Yinpeng Dong Junyi Zhu Xiao-Shan Gao 101 32 0 27 Oct 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 83 17 0 27 Oct 2022
Disentangled Text Representation Learning with Information-Theoretic Perspective for Adversarial Robustness Jiahao Zhao Wenji Mao DRL OOD 61 3 0 26 Oct 2022
Exploring Robustness of Prefix Tuning in Noisy Data: A Case Study in Financial Sentiment Analysis Sudhandar Balakrishnan Yihao Fang Xioadan Zhu 38 1 0 26 Oct 2022
Secure and Trustworthy Artificial Intelligence-Extended Reality (AI-XR) for Metaverses Adnan Qayyum M. A. Butt Hassan Ali Muhammad Usman O. Halabi Ala I. Al-Fuqaha Q. Abbasi Muhammad Ali Imran Junaid Qadir 84 37 0 24 Oct 2022
TAPE: Assessing Few-shot Russian Language Understanding Ekaterina Taktasheva Tatiana Shavrina Alena Fenogenova Denis Shevelev Nadezhda Katricheva ... Svetlana Iordanskaia Alena Spiridonova Valentina Kurenshchikova Ekaterina Artemova Vladislav Mikhailov AAML 77 10 0 23 Oct 2022
ADDMU: Detection of Far-Boundary Adversarial Examples with Data and Model Uncertainty Estimation Fan Yin Yao Li Cho-Jui Hsieh Kai-Wei Chang AAML 93 4 0 22 Oct 2022
TCAB: A Large-Scale Text Classification Attack Benchmark Kalyani Asthana Zhouhang Xie Wencong You Adam Noack Jonathan Brophy Sameer Singh Daniel Lowd 119 3 0 21 Oct 2022
Extracted BERT Model Leaks More Information than You Think! Xuanli He Chen Chen Lingjuan Lyu Xingliang Yuan SILM MIACV 74 6 0 21 Oct 2022
Identifying Human Strategies for Generating Word-Level Adversarial Examples Maximilian Mozes Bennett Kleinberg Lewis D. Griffin AAML 116 2 0 20 Oct 2022
Balanced Adversarial Training: Balancing Tradeoffs between Fickleness and Obstinacy in NLP Models Hannah Chen Yangfeng Ji David Evans SILM AAML 61 4 0 20 Oct 2022
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations Zilu Tang Muhammed Yusuf Kocyigit Derry Wijaya 110 9 0 20 Oct 2022
Why Should Adversarial Perturbations be Imperceptible? Rethink the Research Paradigm in Adversarial NLP Yangyi Chen Hongcheng Gao Ganqu Cui Fanchao Qi Longtao Huang Zhiyuan Liu Maosong Sun SILM 62 56 0 19 Oct 2022
Attribution and Obfuscation of Neural Text Authorship: A Data Mining Perspective Adaku Uchendu Thai Le Dongwon Lee DeLMO 121 45 0 19 Oct 2022
ROSE: Robust Selective Fine-tuning for Pre-trained Language Models Lan Jiang Hao Zhou Yankai Lin Peng Li Jie Zhou R. Jiang AAML 84 8 0 18 Oct 2022
Deepfake Text Detection: Limitations and Opportunities Jiameng Pu Zain Sarwar Sifat Muhammad Abdullah A. Rehman Yoonjin Kim P. Bhattacharya M. Javed Bimal Viswanath AAML 65 57 0 17 Oct 2022
Prompting GPT-3 To Be Reliable Chenglei Si Zhe Gan Zhengyuan Yang Shuohang Wang Jianfeng Wang Jordan L. Boyd-Graber Lijuan Wang KELM LRM 113 303 0 17 Oct 2022
A.I. Robustness: a Human-Centered Perspective on Technological Challenges and Opportunities Andrea Tocchetti Lorenzo Corti Agathe Balayn Mireia Yurrita Philip Lippmann Marco Brambilla Jie Yang 84 14 0 17 Oct 2022
Can Language Representation Models Think in Bets? Zhi–Bin Tang Mayank Kejriwal 48 6 0 14 Oct 2022
On Text Style Transfer via Style Masked Language Models Sharan Narasimhan P. Shekar Suvodip Dey M. Desarkar 48 0 0 12 Oct 2022
Extracting or Guessing? Improving Faithfulness of Event Temporal Relation Extraction Haoyu Wang Hongming Zhang Yuqian Deng Jacob R. Gardner Dan Roth Muhao Chen 68 21 0 10 Oct 2022
LLMEffiChecker: Understanding and Testing Efficiency Degradation of Large Language Models Simin Chen Cong Liu Mirazul Haque Wei Yang 89 24 0 07 Oct 2022
Are Synonym Substitution Attacks Really Synonym Substitution Attacks? Cheng-Han Chiang Hunghuei Lee AAML 83 5 0 06 Oct 2022
Automatic Identification and Classification of Share Buybacks and their Effect on Short-, Mid- and Long-Term Returns Thilo Reintjes 16 1 0 26 Sep 2022
Less is Better: Recovering Intended-Feature Subspace to Robustify NLU Models Ting Wu Tao Gui 64 5 0 16 Sep 2022
Enhance the Visual Representation via Discrete Adversarial Training Xiaofeng Mao YueFeng Chen Ranjie Duan Yao Zhu Gege Qi Shaokai Ye Xiaodan Li Rong Zhang Hui Xue 108 33 0 16 Sep 2022