Hidden Trigger Backdoor Attack on NLP Models via Linguistic Style Manipulation

Hidden Trigger Backdoor Attack on NLP Models via Linguistic Style Manipulation

https://www.usenix.org/conference/usenixsecurity22/presentation/pan-hidden

 

 

USENIX Security '22 - Hidden Trigger Backdoor Attack on NLP Models via Linguistic Style Manipulation

https://youtu.be/J0uTI7UuB7k?si=4gZT-2NaqjRZnGEH

 

 

IEEE EuroS&P 2021 - Trojaning Language Models for Fun and Profit
https://youtu.be/JG30ZINS8ic?feature=shared

 

USENIX Security '21 - T-Miner: A Generative Approach to Defend Against Trojan Attacks on DNN-based
https://youtu.be/cvesVa-DKMQ?feature=shared

 

Neural Cleanse: Identifying and Mitigating Backdoor Attacks in Neural Networks
https://youtu.be/krVLXbGdlEg?feature=shared

 

Beyond BLEU:training neural machine translation with semantic similarity.
https://vimeo.com/385255987

 

Manipulating Machine Learning: Poisoning Attacks & Countermeasures
https://youtu.be/ahC4KPd9lSY?feature=shared

 

 

Malware - 트로이 목마(Trojan Horse), 백도어(Backdoor)
https://doongdangdoongdangdong.tistory.com/271

 

 

Backdoor Attack
https://velog.io/@tjdcjffff/Backdoor-Attack

 

딥러닝 모델에 대한 백도어 공격 기술 동향 연구
https://www.kais99.org/jkais/springNfall/spring2023/oral/2023_spring_053.pdf


AI 시대의 보안 및 프라이버시 이슈
http://weekly.tta.or.kr/weekly/files/20220925010956_weekly.pdf


The Next Phase of Machine Learning: MLAAS
https://www.bbntimes.com/technology/the-next-phase-of-machine-learning-mlaas


ITWorld 용어풀이 | 백도어
https://www.itworld.co.kr/tags/4366/%EB%B0%B1%EB%8F%84%EC%96%B4/98060


챗GPT 등장에 따른 ‘초거대 AI’ 바람... 악용되는 보안위협과 사회적 이슈들
https://m.boannews.com/html/detail.html?idx=120271&kind=3


AI 오류 최소화! AI개발자가 보안 공격을 피하는 법!
https://www.lgcns.com/blog/cns-tech/security/44336/


연합 학습(Federated Learning), 그리고 챌린지
https://medium.com/curg/%EC%97%B0%ED%95%A9-%ED%95%99%EC%8A%B5-federated-learning-%EA%B7%B8%EB%A6%AC%EA%B3%A0-%EC%B1%8C%EB%A6%B0%EC%A7%80-b5c481bd94b7


초짜 대학원생의 입장에서 이해하는 InfoGAN
https://jaejunyoo.blogspot.com/2017/03/infogan-1.html
https://jaejunyoo.blogspot.com/2017/03/infogan-2.html


VAE말고 Auto-encoding variational bayes를 알아보자
https://youtu.be/SAfJz_uzaa8?feature=shared


[#32.Lec] AutoEncoder and Variational AutoEncoder - 딥러닝 홀로서기
https://youtu.be/54hyK1J4wTc?feature=shared


VAE (Variational AutoEncoder)
https://ai-information.blogspot.com/2019/03/vae.html
http://jaejunyoo.blogspot.com/2017/04/auto-encoding-variational-bayes-vae-1.html
http://jaejunyoo.blogspot.com/2017/04/auto-encoding-variational-bayes-vae-2.html
http://jaejunyoo.blogspot.com/2017/04/auto-encoding-variational-bayes-vae-3.html
https://ratsgo.github.io/generativemodel/2018/01/27/VAE/
https://jamiekang.github.io/2017/05/21/auto-encoding-variational-bayes/
https://dnddnjs.github.io/vae/2018/06/20/vae2/
https://dnddnjs.github.io/category/vae/
https://datascienceschool.net/view-notebook/c5248de280a64ae2a96c1d4e690fdf79/
https://redstarhong.tistory.com/77
https://deepinsight.tistory.com/127


Convolutional Neural Networks for Sentence Classification
https://youtu.be/_tufpJjTWm4?feature=shared