@inproceedings{lee2023flguard,title={FLGuard: Byzantine-Robust Federated Learning via Ensemble of Contrastive Models},author={Lee, Younghan and Cho, Yungi and Han, Woorim and Bae, Ho and Paek, Yunheung},booktitle={European Symposium on Research in Computer Security},pages={65--84},year={2023},organization={Springer},}
RAID
Exploring Clustered Federated Learning’s Vulnerability against Property Inference Attack
Hyunjun Kim , Yungi Cho , Younghan Lee, Ho Bae , and Yunheung Paek
In Proceedings of the 26th International Symposium on Research in Attacks, Intrusions and Defenses , 2023
First two authors contributed equally to this work (Hyunjun Kim and Yungi Cho)
@inproceedings{kim2023exploring,title={Exploring Clustered Federated Learning’s Vulnerability against Property Inference Attack},author={Kim, Hyunjun and Cho, Yungi and Lee, Younghan and Bae, Ho and Paek, Yunheung},note={First two authors contributed equally to this work (Hyunjun Kim and Yungi Cho)},booktitle={Proceedings of the 26th International Symposium on Research in Attacks, Intrusions and Defenses},pages={236--249},year={2023},}
2022
Precise extraction of deep learning models via side-channel attacks on edge/endpoint devices
Younghan Lee, Sohee Jun , Yungi Cho , Woorim Han , Hyungon Moon , and Yunheung Paek
In European Symposium on Research in Computer Security , 2022
@inproceedings{lee2022precise,title={Precise extraction of deep learning models via side-channel attacks on edge/endpoint devices},author={Lee, Younghan and Jun, Sohee and Cho, Yungi and Han, Woorim and Moon, Hyungon and Paek, Yunheung},booktitle={European Symposium on Research in Computer Security},pages={364--383},year={2022},organization={Springer},}
A Pilot Study of Machine Learning–Based Algorithms to Assist Integrated Care for Older Community-Dwelling Adults
So Im Ryu , Younghan Lee, Sohee Jun , Yunheung Paek , Hongsoo Kim , BeLong Cho , and Yeon-Hwan Park
@article{im2022pilot,title={A Pilot Study of Machine Learning--Based Algorithms to Assist Integrated Care for Older Community-Dwelling Adults},author={Im Ryu, So and Lee, Younghan and Jun, Sohee and Paek, Yunheung and Kim, Hongsoo and Cho, BeLong and Park, Yeon-Hwan},journal={CIN: Computers, Informatics, Nursing},volume={40},number={10},pages={718--724},year={2022},publisher={LWW},}
2021
Learn2Evade: Learning-based generative model for evading PDF malware classifiers
Ho Bae , Younghan Lee, Yohan Kim , Uiwon Hwang , Sungroh Yoon , and Yunheung Paek
IEEE Transactions on Artificial Intelligence, 2021
First two authors contributed equally to this work (Ho Bae and Younghan Lee)
@article{bae2021learn2evade,title={Learn2Evade: Learning-based generative model for evading PDF malware classifiers},author={Bae, Ho and Lee, Younghan and Kim, Yohan and Hwang, Uiwon and Yoon, Sungroh and Paek, Yunheung},note={First two authors contributed equally to this work (Ho Bae and Younghan Lee)},journal={IEEE Transactions on Artificial Intelligence},volume={2},number={4},pages={299--313},year={2021},publisher={IEEE},}
2020
Hawkware: network intrusion detection based on behavior analysis with ANNs on an IoT device
Sunwoo Ahn , Hayoon Yi , Younghan Lee, Whoi Ree Ha , Giyeol Kim , and Yunheung Paek
In 2020 57th ACM/IEEE Design Automation Conference (DAC) , 2020
@inproceedings{ahn2020hawkware,title={Hawkware: network intrusion detection based on behavior analysis with ANNs on an IoT device},author={Ahn, Sunwoo and Yi, Hayoon and Lee, Younghan and Ha, Whoi Ree and Kim, Giyeol and Paek, Yunheung},booktitle={2020 57th ACM/IEEE Design Automation Conference (DAC)},pages={1--6},year={2020},organization={IEEE},}
2019
DATE
Riskim: Toward complete kernel protection with hardware support
Dongil Hwang , Myonghoon Yang , Seongil Jeon , Younghan Lee, Donghyun Kwon , and Yunheung Paek
In 2019 Design, Automation & Test in Europe Conference & Exhibition (DATE) , 2019
@inproceedings{hwang2019riskim,title={Riskim: Toward complete kernel protection with hardware support},author={Hwang, Dongil and Yang, Myonghoon and Jeon, Seongil and Lee, Younghan and Kwon, Donghyun and Paek, Yunheung},booktitle={2019 Design, Automation \& Test in Europe Conference \& Exhibition (DATE)},pages={740--745},year={2019},organization={IEEE},}
2018
arXiv
Mimicry resilient program behavior modeling with LSTM based branch models
Hayoon Yi , Gyuwan Kim , Jangho Lee , Sunwoo Ahn , Younghan Lee, Sungroh Yoon , and Yunheung Paek
@article{yi2018mimicry,title={Mimicry resilient program behavior modeling with LSTM based branch models},author={Yi, Hayoon and Kim, Gyuwan and Lee, Jangho and Ahn, Sunwoo and Lee, Younghan and Yoon, Sungroh and Paek, Yunheung},journal={arXiv preprint arXiv:1803.09171},year={2018},}