Defending Against Stealthy Backdoor Attacks

Wordnet: a lexical database for english

George A Miller · 1995

Earlier work this paper cites.

Nltk: The natural language toolkit

Edward Loper and Steven Bird · 2002

Earlier work this paper cites.

Marian: Fast neural machine translation in C++

Marcin Junczys-Dowmunt, Roman Grundkiewicz, Tomasz Dwojak, Hieu Hoang, Kenneth Heafield, Tom Neckermann, Frank Seide, Ulrich Germann, Alham Fikri Aji, Nikolay Bogoychev, André F. T. Martins, and Alexandra Birch · 2018

Earlier work this paper cites.

A backdoor attack against lstm-based text classification systems

Jiazhu Dai, Chuanshuai Chen, and Yufeng Li · 2019

Earlier work this paper cites.

Bert: Pre-training of deep bidirectional transformers for language understanding, 2019

Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova · 2019

Earlier work this paper cites.

Badnets: Identifying vulnerabilities in the machine learning model supply chain, 2019

Tianyu Gu, Brendan Dolan-Gavitt, and Siddharth Garg · 2019

Cited alongside, same era.

Language Models are Unsupervised Multitask Learners

Alec Radford, Jeffrey Wu, Rewon Child, David Luan, Dario Amodei, and Ilya Sutskever · 2019

Cited alongside, same era.

Sentence-bert: Sentence embeddings using siamese bert-networks

Nils Reimers and Iryna Gurevych · 2019

Cited alongside, same era.

Weight poisoning attacks on pre-trained models

Original

Keita Kurita, Paul Michel, and Graham Neubig · 2020

Cited alongside, same era.

Badnl: Backdoor attacks against nlp models with semantic-preserving improvements

Xiaoyi Chen, Ahmed Salem, Dingfan Chen, Michael Backes, Shiqing Ma, Qingni Shen, Zhonghai Wu, and Yang Zhang · 2021

Cited alongside, same era.

https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/data

Toxic comment classification challenge

Cited in the paper.

Design and evaluation of a multi-domain trojandetection method on deep neural networks

Yansong Gao, Yeonjae Kim, Bao Gia Doan, Zhi Zhang, Gongxuan Zhang, Surya Nepal, Damith Ranasinghe, and Hyoungshick Kim · 2021

Later among the works it cites.

Onion: A simple and effective defense against textual backdoor attacks, 2021

Fanchao Qi, Yangyi Chen, Mukai Li, Yuan Yao, Zhiyuan Liu, and Maosong Sun · 2021

Later among the works it cites.

Hidden killer: Invisible textual backdoor attacks with syntactic trigger, 2021

Fanchao Qi, Mukai Li, Yangyi Chen, Zhengyan Zhang, Zhiyuan Liu, Yasheng Wang, and Maosong Sun · 2021

Later among the works it cites.

Be careful about poisoned word embeddings: Exploring the vulnerability of the embedding layers in NLP models

Wenkai Yang, Lei Li, Zhiyuan Zhang, Xuancheng Ren, Xu Sun, and Bin He · 2021

Later among the works it cites.

Rethinking stealthiness of backdoor attack against NLP models

Wenkai Yang, Yankai Lin, Peng Li, Jie Zhou, and Xu Sun · 2021

Later among the works it cites.