Combating Adversarial Misspellings with Robust Word Recognition

27 May 2019

Papers citing "Combating Adversarial Misspellings with Robust Word Recognition"

50 / 163 papers shown

Title
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 88 6 0 06 Feb 2023
On the Security Vulnerabilities of Text-to-SQL Models Xutan Peng Yipeng Zhang Jingfeng Yang Mark Stevenson SILM 31 10 0 28 Nov 2022
Preserving Semantics in Textual Adversarial Attacks David Herel Hugo Cisneros Tomáš Mikolov AAML 40 6 0 08 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
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
ADDMU: Detection of Far-Boundary Adversarial Examples with Data and Model Uncertainty Estimation Fan Yin Yao Li Cho-Jui Hsieh Kai-Wei Chang AAML 69 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 44 3 0 21 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 27 45 0 19 Oct 2022
Probabilistic Categorical Adversarial Attack & Adversarial Training Han Xu Penghei He Jie Ren Yuxuan Wan Zitao Liu Hui Liu Jiliang Tang AAML SILM 33 0 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-jin Yang 32 10 0 17 Oct 2022
HashFormers: Towards Vocabulary-independent Pre-trained Transformers Huiyin Xue Nikolaos Aletras 19 4 0 14 Oct 2022
Analogy Generation by Prompting Large Language Models: A Case Study of InstructGPT B. Bhavya Jinjun Xiong Chengxiang Zhai LRM 45 42 0 09 Oct 2022
MockingBERT: A Method for Retroactively Adding Resilience to NLP Models Jan Jezabek A. Singh SILM KELM 31 0 0 21 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
Language Modelling with Pixels Phillip Rust Jonas F. Lotz Emanuele Bugliarello Elizabeth Salesky Miryam de Lhoneux Desmond Elliott VLM 38 46 0 14 Jul 2022
The Fallacy of AI Functionality Inioluwa Deborah Raji Indra Elizabeth Kumar Aaron Horowitz Andrew D. Selbst 34 180 0 20 Jun 2022
Adversarial Text Normalization Joanna Bitton Maya Pavlova Ivan Evtimov AAML 32 2 0 08 Jun 2022
CodeAttack: Code-Based Adversarial Attacks for Pre-trained Programming Language Models Akshita Jha Chandan K. Reddy SILM ELM AAML 40 60 0 31 May 2022
Certified Robustness Against Natural Language Attacks by Causal Intervention Haiteng Zhao Chang Ma Xinshuai Dong A. Luu Zhi-Hong Deng Hanwang Zhang AAML 41 35 0 24 May 2022
Phrase-level Textual Adversarial Attack with Label Preservation Yibin Lei Yu Cao Dianqi Li Dinesh Manocha Meng Fang Mykola Pechenizkiy AAML 50 24 0 22 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
"That Is a Suspicious Reaction!": Interpreting Logits Variation to Detect NLP Adversarial Attacks Edoardo Mosca Shreyash Agarwal Javier Rando Georg Groh AAML 32 30 0 10 Apr 2022
Understanding, Detecting, and Separating Out-of-Distribution Samples and Adversarial Samples in Text Classification Cheng-Han Chiang Hung-yi Lee OODD 28 1 0 09 Apr 2022
Input-specific Attention Subnetworks for Adversarial Detection Emil Biju Anirudh Sriram Pratyush Kumar Mitesh M Khapra AAML 36 5 0 23 Mar 2022
Towards Explainable Evaluation Metrics for Natural Language Generation Christoph Leiter Piyawat Lertvittayakumjorn M. Fomicheva Wei-Ye Zhao Yang Gao Steffen Eger AAML ELM 30 20 0 21 Mar 2022
A Prompting-based Approach for Adversarial Example Generation and Robustness Enhancement Yuting Yang Pei Huang Juan Cao Jintao Li Yun Lin Jin Song Dong Feifei Ma Jian Zhang AAML SILM 38 13 0 21 Mar 2022
On Robust Prefix-Tuning for Text Classification Zonghan Yang Yang Liu VLM 26 20 0 19 Mar 2022
Perturbations in the Wild: Leveraging Human-Written Text Perturbations for Realistic Adversarial Attack and Defense Thai Le Jooyoung Lee Kevin Yen Yifan Hu Dongwon Lee AAML 19 17 0 19 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
Imputing Out-of-Vocabulary Embeddings with LOVE Makes Language Models Robust with Little Cost Lihu Chen Gaël Varoquaux Fabian M. Suchanek 21 14 0 15 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
A Survey of Adversarial Defences and Robustness in NLP Shreyansh Goyal Sumanth Doddapaneni Mitesh M.Khapra B. Ravindran AAML 34 30 0 12 Mar 2022
Detection of Word Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation Kiyoon Yoo Jangho Kim Jiho Jang Nojun Kwak 24 39 0 03 Mar 2022
Robust Textual Embedding against Word-level Adversarial Attacks Yichen Yang Xiaosen Wang Kun He AAML 22 16 0 28 Feb 2022
White-Box Attacks on Hate-speech BERT Classifiers in German with Explicit and Implicit Character Level Defense Shahrukh Khan Mahnoor Shahid Navdeeppal Singh AAML 33 3 0 11 Feb 2022
Constrained Optimization with Dynamic Bound-scaling for Effective NLPBackdoor Defense Guangyu Shen Yingqi Liu Guanhong Tao Qiuling Xu Zhuo Zhang Shengwei An Shiqing Ma Xinming Zhang AAML 21 34 0 11 Feb 2022
Hindi/Bengali Sentiment Analysis Using Transfer Learning and Joint Dual Input Learning with Self Attention Shahrukh Khan Mahnoor Shahid 28 1 0 11 Feb 2022
On The Empirical Effectiveness of Unrealistic Adversarial Hardening Against Realistic Adversarial Attacks Salijona Dyrmishi Salah Ghamizi Thibault Simonetto Yves Le Traon Maxime Cordy AAML 35 16 0 07 Feb 2022
An Assessment of the Impact of OCR Noise on Language Models Konstantin Todorov Giovanni Colavizza 12 7 0 26 Jan 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
An Adversarial Benchmark for Fake News Detection Models Lorenzo Jaime Yu Flores Sophie Hao 24 10 0 03 Jan 2022
Robust Natural Language Processing: Recent Advances, Challenges, and Future Directions Marwan Omar Soohyeon Choi Daehun Nyang David A. Mohaisen 32 57 0 03 Jan 2022
Repairing Adversarial Texts through Perturbation Guoliang Dong Jingyi Wang Jun Sun Sudipta Chattopadhyay Xinyu Wang Ting Dai Jie Shi J. Dong AAML 25 2 0 29 Dec 2021
How Should Pre-Trained Language Models Be Fine-Tuned Towards Adversarial Robustness? Xinhsuai Dong Anh Tuan Luu Min Lin Shuicheng Yan Hanwang Zhang SILM AAML 20 55 0 22 Dec 2021
Measure and Improve Robustness in NLP Models: A Survey Xuezhi Wang Haohan Wang Diyi Yang 139 130 0 15 Dec 2021
Adversarial Attacks Against Deep Generative Models on Data: A Survey Hui Sun Tianqing Zhu Zhiqiu Zhang Dawei Jin Wanlei Zhou AAML 42 42 0 01 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
Understanding the Generalization Benefit of Model Invariance from a Data Perspective Sicheng Zhu Bang An Furong Huang 27 25 0 10 Nov 2021
Effective and Imperceptible Adversarial Textual Attack via Multi-objectivization Shengcai Liu Ning Lu W. Hong Chao Qian Ke Tang AAML 22 15 0 02 Nov 2021
Adversarial Attacks and Defenses for Social Network Text Processing Applications: Techniques, Challenges and Future Research Directions I. Alsmadi Kashif Ahmad Mahmoud Nazzal Firoj Alam Ala I. Al-Fuqaha Abdallah Khreishah A. Algosaibi AAML 37 16 0 26 Oct 2021