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Adversarial Text

8 papers with code · Adversarial

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TextAttack: A Framework for Adversarial Attacks in Natural Language Processing

29 Apr 2020QData/TextAttack

TextAttack is a library for running adversarial attacks against natural language processing (NLP) models.

ADVERSARIAL TEXT LEXICAL ENTAILMENT MACHINE TRANSLATION TEXT CLASSIFICATION

96
29 Apr 2020

AdvCodec: Towards A Unified Framework for Adversarial Text Generation

ICLR 2020 aisecure/AdvCodec

In particular, we propose a tree-based autoencoder to encode discrete text data into continuous vector space, upon which we optimize the adversarial perturbation.

ADVERSARIAL TEXT QUESTION ANSWERING SENTIMENT ANALYSIS TEXT GENERATION

5
22 Dec 2019

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

27 Jul 2019jind11/TextFooler

Machine learning algorithms are often vulnerable to adversarial examples that have imperceptible alterations from the original counterparts but can fool the state-of-the-art models.

ADVERSARIAL TEXT NATURAL LANGUAGE INFERENCE TEXT CLASSIFICATION

198
27 Jul 2019

TextBugger: Generating Adversarial Text Against Real-world Applications

13 Dec 2018CatherineWong/dancin_seq2seq

Deep Learning-based Text Understanding (DLTU) is the backbone technique behind various applications, including question answering, machine translation, and text classification.

ADVERSARIAL TEXT MACHINE TRANSLATION QUESTION ANSWERING SEMANTIC SIMILARITY SEMANTIC TEXTUAL SIMILARITY SENTIMENT ANALYSIS TEXT CLASSIFICATION

19
13 Dec 2018

Discrete Adversarial Attacks and Submodular Optimization with Applications to Text Classification

1 Dec 2018cecilialeiqi/adversarial_text

In this paper we formulate the attacks with discrete input on a set function as an optimization task.

ADVERSARIAL TEXT TEXT CLASSIFICATION

16
01 Dec 2018

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

13 Jan 2018QData/deepWordBug

Although various techniques have been proposed to generate adversarial samples for white-box attacks on text, little attention has been paid to black-box attacks, which are more realistic scenarios.

ADVERSARIAL TEXT SENTIMENT ANALYSIS TEXT CLASSIFICATION

31
13 Jan 2018

DANCin SEQ2SEQ: Fooling Text Classifiers with Adversarial Text Example Generation

14 Dec 2017CatherineWong/dancin_seq2seq

In this work, we introduce DANCin SEQ2SEQ, a GAN-inspired algorithm for adversarial text example generation targeting largely black-box text classifiers.

ADVERSARIAL TEXT

19
14 Dec 2017

Generative Adversarial Text to Image Synthesis

17 May 2016hanzhanggit/StackGAN

Automatic synthesis of realistic images from text would be interesting and useful, but current AI systems are still far from this goal.

ADVERSARIAL TEXT TEXT-TO-IMAGE GENERATION

1,604
17 May 2016