Combating Adversarial Misspellings with Robust Word Recognition

27 May 2019

Papers citing "Combating Adversarial Misspellings with Robust Word Recognition"

50 / 163 papers shown

Title
Can Character-based Language Models Improve Downstream Task Performance in Low-Resource and Noisy Language Scenarios? Arij Riabi Benoît Sagot Djamé Seddah 31 15 0 26 Oct 2021
On the Robustness of Reading Comprehension Models to Entity Renaming Jun Yan Yang Xiao Sagnik Mukherjee Bill Yuchen Lin Robin Jia Xiang Ren 18 20 0 16 Oct 2021
Generating Natural Language Adversarial Examples through An Improved Beam Search Algorithm Tengfei Zhao Zhaocheng Ge Han Hu Di Shi AAML 35 3 0 15 Oct 2021
Semantically Distributed Robust Optimization for Vision-and-Language Inference Tejas Gokhale A. Chaudhary Pratyay Banerjee Chitta Baral Yezhou Yang 54 17 0 14 Oct 2021
SEPP: Similarity Estimation of Predicted Probabilities for Defending and Detecting Adversarial Text Hoang-Quoc Nguyen-Son Seira Hidano Kazuhide Fukushima S. Kiyomoto AAML 11 0 0 12 Oct 2021
LM-Critic: Language Models for Unsupervised Grammatical Error Correction Michihiro Yasunaga J. Leskovec Percy Liang 19 50 0 14 Sep 2021
PETGEN: Personalized Text Generation Attack on Deep Sequence Embedding-based Classification Models Bing He M. Ahamad Srijan Kumar SILM AAML 180 27 0 14 Sep 2021
Detecting Textual Adversarial Examples through Randomized Substitution and Vote Xiaosen Wang Yifeng Xiong Kun He AAML 27 11 0 13 Sep 2021
Multi-granularity Textual Adversarial Attack with Behavior Cloning Yangyi Chen Jingtong Su Wei Wei AAML 19 32 0 09 Sep 2021
Efficient Combinatorial Optimization for Word-level Adversarial Textual Attack Shengcai Liu Ning Lu Cheng Chen Ke Tang AAML 23 32 0 06 Sep 2021
How Suitable Are Subword Segmentation Strategies for Translating Non-Concatenative Morphology? Chantal Amrhein Rico Sennrich 27 13 0 02 Sep 2021
Evaluating the Robustness of Neural Language Models to Input Perturbations M. Moradi Matthias Samwald AAML 50 96 0 27 Aug 2021
AMMUS : A Survey of Transformer-based Pretrained Models in Natural Language Processing Katikapalli Subramanyam Kalyan A. Rajasekharan S. Sangeetha VLM LM&MA 26 261 0 12 Aug 2021
Towards Robustness Against Natural Language Word Substitutions Xinshuai Dong A. Luu Rongrong Ji Hong Liu SILM AAML 38 113 0 28 Jul 2021
A Differentiable Language Model Adversarial Attack on Text Classifiers I. Fursov Alexey Zaytsev Pavel Burnyshev Ekaterina Dmitrieva Nikita Klyuchnikov A. Kravchenko Ekaterina Artemova Evgeny Burnaev SILM 27 15 0 23 Jul 2021
How Vulnerable Are Automatic Fake News Detection Methods to Adversarial Attacks? Camille Koenders Johannes Filla Nicolai Schneider Vinicius Woloszyn GNN 30 15 0 16 Jul 2021
Android Security using NLP Techniques: A Review Sevil Sen Burcu Can AAML 22 4 0 07 Jul 2021
Charformer: Fast Character Transformers via Gradient-based Subword Tokenization Yi Tay Vinh Q. Tran Sebastian Ruder Jai Gupta Hyung Won Chung Dara Bahri Zhen Qin Simon Baumgartner Cong Yu Donald Metzler 51 153 0 23 Jun 2021
Synthesizing Adversarial Negative Responses for Robust Response Ranking and Evaluation Prakhar Gupta Yulia Tsvetkov Jeffrey P. Bigham 42 22 0 10 Jun 2021
BERT-Defense: A Probabilistic Model Based on BERT to Combat Cognitively Inspired Orthographic Adversarial Attacks Yannik Keller J. Mackensen Steffen Eger AAML 21 29 0 02 Jun 2021
Defending Pre-trained Language Models from Adversarial Word Substitutions Without Performance Sacrifice Rongzhou Bao Jiayi Wang Hai Zhao AAML 11 43 0 30 May 2021
ByT5: Towards a token-free future with pre-trained byte-to-byte models Linting Xue Aditya Barua Noah Constant Rami Al-Rfou Sharan Narang Mihir Kale Adam Roberts Colin Raffel 38 467 0 28 May 2021
AMMU : A Survey of Transformer-based Biomedical Pretrained Language Models Katikapalli Subramanyam Kalyan A. Rajasekharan S. Sangeetha LM&MA MedIm 26 164 0 16 Apr 2021
On the Robustness of Intent Classification and Slot Labeling in Goal-oriented Dialog Systems to Real-world Noise Sailik Sengupta Jason Krone Saab Mansour NoLa 19 12 0 14 Apr 2021
CANINE: Pre-training an Efficient Tokenization-Free Encoder for Language Representation J. Clark Dan Garrette Iulia Turc John Wieting 36 210 0 11 Mar 2021
Adv-OLM: Generating Textual Adversaries via OLM Vijit Malik A. Bhat Ashutosh Modi 35 6 0 21 Jan 2021
Adversarial Machine Learning in Text Analysis and Generation I. Alsmadi AAML 24 5 0 14 Jan 2021
Better Robustness by More Coverage: Adversarial Training with Mixup Augmentation for Robust Fine-tuning Chenglei Si Zhengyan Zhang Fanchao Qi Zhiyuan Liu Yasheng Wang Qun Liu Maosong Sun AAML SILM 25 67 0 31 Dec 2020
Adversarial Evaluation of Multimodal Models under Realistic Gray Box Assumption Ivan Evtimov Russ Howes Brian Dolhansky Hamed Firooz Cristian Canton Ferrer AAML 6 10 0 25 Nov 2020
A Sweet Rabbit Hole by DARCY: Using Honeypots to Detect Universal Trigger's Adversarial Attacks Thai Le Noseong Park Dongwon Lee 10 23 0 20 Nov 2020
SHIELD: Defending Textual Neural Networks against Multiple Black-Box Adversarial Attacks with Stochastic Multi-Expert Patcher Thai Le Noseong Park Dongwon Lee AAML 8 20 0 17 Nov 2020
Adversarial Black-Box Attacks On Text Classifiers Using Multi-Objective Genetic Optimization Guided By Deep Networks Alex Mathai Shreya Khare Srikanth G. Tamilselvam Senthil Mani AAML 36 6 0 08 Nov 2020
CharBERT: Character-aware Pre-trained Language Model Wentao Ma Yiming Cui Chenglei Si Ting Liu Shijin Wang Guoping Hu 31 104 0 03 Nov 2020
NeuSpell: A Neural Spelling Correction Toolkit Sai Muralidhar Jayanthi Danish Pruthi Graham Neubig KELM LRM 16 64 0 21 Oct 2020
Comparison of Interactive Knowledge Base Spelling Correction Models for Low-Resource Languages Yiyuan Li Antonios Anastasopoulos A. Black 13 2 0 20 Oct 2020
CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From Characters Hicham El Boukkouri Olivier Ferret Thomas Lavergne Hiroshi Noji Pierre Zweigenbaum Junichi Tsujii 77 156 0 20 Oct 2020
Word Shape Matters: Robust Machine Translation with Visual Embedding Haohan Wang Peiyan Zhang Eric Xing 148 13 0 20 Oct 2020
Mischief: A Simple Black-Box Attack Against Transformer Architectures Adrian de Wynter AAML 42 1 0 16 Oct 2020
From Hero to Zéroe: A Benchmark of Low-Level Adversarial Attacks Steffen Eger Yannik Benz AAML 19 45 0 12 Oct 2020
Second-Order NLP Adversarial Examples John X. Morris AAML 20 0 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 19 11 0 19 Sep 2020
Contextualized Perturbation for Textual Adversarial Attack Dianqi Li Yizhe Zhang Hao Peng Liqun Chen Chris Brockett Ming-Ting Sun Bill Dolan AAML SILM 15 229 0 16 Sep 2020
MALCOM: Generating Malicious Comments to Attack Neural Fake News Detection Models Thai Le Suhang Wang Dongwon Lee 24 59 0 01 Sep 2020
FireBERT: Hardening BERT-based classifiers against adversarial attack Gunnar Mein Kevin Hartman Andrew Morris SILM AAML 16 0 0 10 Aug 2020
Adversarial Training with Fast Gradient Projection Method against Synonym Substitution based Text Attacks Xiaosen Wang Yichen Yang Yihe Deng Kun He OOD AAML 18 3 0 09 Aug 2020
What's in a Name? Are BERT Named Entity Representations just as Good for any other Name? S. Balasubramanian Naman Jain G. Jindal Abhijeet Awasthi Sunita Sarawagi OOD 23 25 0 14 Jul 2020
Natural Backdoor Attack on Text Data Lichao Sun SILM 16 39 0 29 Jun 2020
Normalizing Text using Language Modelling based on Phonetics and String Similarity F. Doshi Jimit Gandhi Deep Gosalia Sudhir Bagul 6 1 0 25 Jun 2020
Adversarial Attacks and Defense on Texts: A Survey A. Huq Mst. Tasnim Pervin AAML 14 21 0 28 May 2020
Generating Semantically Valid Adversarial Questions for TableQA Yi Zhu Yiwei Zhou Menglin Xia AAML 18 5 0 26 May 2020