Black-box Generation of Adversarial Text Sequences to Evade Deep Learning Classifiers

13 January 2018

Papers citing "Black-box Generation of Adversarial Text Sequences to Evade Deep Learning Classifiers"

50 / 360 papers shown

Title
Perturbing Inputs for Fragile Interpretations in Deep Natural Language Processing Sanchit Sinha Hanjie Chen Arshdeep Sekhon Yangfeng Ji Yanjun Qi AAML FAtt 28 42 0 11 Aug 2021
Local Structure Matters Most: Perturbation Study in NLU Louis Clouâtre Prasanna Parthasarathi Amal Zouaq Sarath Chandar 30 13 0 29 Jul 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 25 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 27 15 0 16 Jul 2021
Understanding Adversarial Examples Through Deep Neural Network's Response Surface and Uncertainty Regions Juan Shu B. Xi Charles A. Kamhoua AAML 19 0 0 30 Jun 2021
The Threat of Offensive AI to Organizations Yisroel Mirsky Ambra Demontis J. Kotak Ram Shankar Deng Gelei Liu Yang Xinming Zhang Wenke Lee Yuval Elovici Battista Biggio 33 81 0 30 Jun 2021
Bad Characters: Imperceptible NLP Attacks Nicholas Boucher Ilia Shumailov Ross J. Anderson Nicolas Papernot AAML SILM 41 103 0 18 Jun 2021
Adversarial Attacks on Deep Models for Financial Transaction Records I. Fursov Matvey Morozov N. Kaploukhaya Elizaveta Kovtun Rodrigo Rivera-Castro Gleb Gusev Dmitrii Babaev Ivan Kireev Alexey Zaytsev E. Burnaev AAML 36 38 0 15 Jun 2021
URLTran: Improving Phishing URL Detection Using Transformers Pranav Maneriker Jack W. Stokes Edir Garcia Lazo Diana Carutasu Farid Tajaddodianfar A. Gururajan 11 61 0 09 Jun 2021
Framing RNN as a kernel method: A neural ODE approach Adeline Fermanian P. Marion Jean-Philippe Vert Gérard Biau 31 25 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
Certified Robustness to Text Adversarial Attacks by Randomized [MASK] Jiehang Zeng Xiaoqing Zheng Jianhan Xu Linyang Li Liping Yuan Xuanjing Huang AAML 26 67 0 08 May 2021
Improved and Efficient Text Adversarial Attacks using Target Information M. Hossam Trung Le He Zhao Viet Huynh Dinh Q. Phung AAML 12 1 0 27 Apr 2021
Evaluating Deception Detection Model Robustness To Linguistic Variation M. Glenski Ellyn Ayton Robin Cosbey Dustin L. Arendt Svitlana Volkova AAML 11 0 0 23 Apr 2021
An Adversarially-Learned Turing Test for Dialog Generation Models Xiang Gao Yizhe Zhang Michel Galley Bill Dolan AAML 20 2 0 16 Apr 2021
Gradient-based Adversarial Attacks against Text Transformers Chuan Guo Alexandre Sablayrolles Hervé Jégou Douwe Kiela SILM 106 227 0 15 Apr 2021
Fall of Giants: How popular text-based MLaaS fall against a simple evasion attack Luca Pajola Mauro Conti 11 28 0 13 Apr 2021
Universal Spectral Adversarial Attacks for Deformable Shapes Arianna Rampini Franco Pestarini Luca Cosmo Simone Melzi Emanuele Rodolà AAML 20 18 0 07 Apr 2021
Normal vs. Adversarial: Salience-based Analysis of Adversarial Samples for Relation Extraction Luoqiu Li Xiang Chen Zhen Bi Xin Xie Shumin Deng Ningyu Zhang Chuanqi Tan Mosha Chen Huajun Chen AAML 26 7 0 01 Apr 2021
Model Extraction and Adversarial Transferability, Your BERT is Vulnerable! Xuanli He Lingjuan Lyu Qiongkai Xu Lichao Sun MIACV SILM 30 90 0 18 Mar 2021
ReinforceBug: A Framework to Generate Adversarial Textual Examples Bushra Sabir M. Babar R. Gaire SILM AAML 18 3 0 11 Mar 2021
T-Miner: A Generative Approach to Defend Against Trojan Attacks on DNN-based Text Classification A. Azizi I. A. Tahmid Asim Waheed Neal Mangaokar Jiameng Pu M. Javed Chandan K. Reddy Bimal Viswanath AAML 25 76 0 07 Mar 2021
Token-Modification Adversarial Attacks for Natural Language Processing: A Survey Tom Roth Yansong Gao A. Abuadbba Surya Nepal Wei Liu AAML 40 12 0 01 Mar 2021
Generalized Adversarial Distances to Efficiently Discover Classifier Errors Walter D. Bennette Sally Dufek Karsten Maurer Sean Sisti Bunyod Tusmatov 6 0 0 25 Feb 2021
On Robustness of Neural Semantic Parsers Shuo Huang Zhuang Li Lizhen Qu Lei Pan AAML 15 16 0 02 Feb 2021
ShufText: A Simple Black Box Approach to Evaluate the Fragility of Text Classification Models Rutuja Taware Shraddha Varat G. Salunke Chaitanya Gawande Geetanjali Kale Rahul Khengare Raviraj Joshi 17 5 0 30 Jan 2021
Adv-OLM: Generating Textual Adversaries via OLM Vijit Malik A. Bhat Ashutosh Modi 27 6 0 21 Jan 2021
Generative Counterfactuals for Neural Networks via Attribute-Informed Perturbation Fan Yang Ninghao Liu Mengnan Du X. Hu OOD 8 17 0 18 Jan 2021
Adversarial Machine Learning in Text Analysis and Generation I. Alsmadi AAML 24 5 0 14 Jan 2021
Adversarially Robust and Explainable Model Compression with On-Device Personalization for Text Classification Yao Qiang Supriya Tumkur Suresh Kumar Marco Brocanelli D. Zhu AAML 28 0 0 10 Jan 2021
Generating Natural Language Attacks in a Hard Label Black Box Setting Rishabh Maheshwary Saket Maheshwary Vikram Pudi AAML 24 103 0 29 Dec 2020
AdvExpander: Generating Natural Language Adversarial Examples by Expanding Text Zhihong Shao Zitao Liu Jiyong Zhang Zhongqin Wu Minlie Huang AAML 9 9 0 18 Dec 2020
A Deep Marginal-Contrastive Defense against Adversarial Attacks on 1D Models Mohammed Hassanin Nour Moustafa M. Tahtali AAML 22 2 0 08 Dec 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 28 6 0 08 Nov 2020
WaveTransform: Crafting Adversarial Examples via Input Decomposition Divyam Anshumaan Akshay Agarwal Mayank Vatsa Richa Singh AAML 17 11 0 29 Oct 2020
Char2Subword: Extending the Subword Embedding Space Using Robust Character Compositionality Gustavo Aguilar Bryan McCann Tong Niu Nazneen Rajani N. Keskar Thamar Solorio 47 12 0 24 Oct 2020
Geometry matters: Exploring language examples at the decision boundary Debajyoti Datta Shashwat Kumar Laura E. Barnes Tom Fletcher AAML 9 3 0 14 Oct 2020
Explain2Attack: Text Adversarial Attacks via Cross-Domain Interpretability M. Hossam Trung Le He Zhao Dinh Q. Phung SILM AAML 8 6 0 14 Oct 2020
EFSG: Evolutionary Fooling Sentences Generator Marco Di Giovanni Marco Brambilla AAML 32 2 0 12 Oct 2020
Second-Order NLP Adversarial Examples John X. Morris AAML 12 0 0 05 Oct 2020
Assessing Robustness of Text Classification through Maximal Safe Radius Computation Emanuele La Malfa Min Wu Luca Laurenti Benjie Wang Anthony Hartshorn Marta Z. Kwiatkowska AAML 20 18 0 01 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 14 11 0 19 Sep 2020
OpenAttack: An Open-source Textual Adversarial Attack Toolkit Guoyang Zeng Fanchao Qi Qianrui Zhou Ting Zhang Zixian Ma Bairu Hou Yuan Zang Zhiyuan Liu Maosong Sun AAML 21 118 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 10 229 0 16 Sep 2020
Searching for a Search Method: Benchmarking Search Algorithms for Generating NLP Adversarial Examples Jin Yong Yoo John X. Morris Eli Lifland Yanjun Qi AAML 17 53 0 09 Sep 2020
Dynamically Computing Adversarial Perturbations for Recurrent Neural Networks Shankar A. Deka D. Stipanović Claire Tomlin AAML 30 7 0 07 Sep 2020
TextDecepter: Hard Label Black Box Attack on Text Classifiers Sachin Saxena AAML 12 5 0 16 Aug 2020