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Liwei Song
Liwei Song
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Privacy risks of securing machine learning models against adversarial examples
L Song, R Shokri, P Mittal
Proceedings of the 2019 ACM SIGSAC Conference on Computer and Communications …, 2019
1322019
POSTER: Inaudible voice commands
L Song, P Mittal
Proceedings of the 2017 ACM SIGSAC Conference on Computer and Communications …, 2017
1102017
Systematic evaluation of privacy risks of machine learning models
L Song, P Mittal
30th USENIX Security Symposium (USENIX Security 21), 2615-2632, 2021
1032021
Membership inference attacks against adversarially robust deep learning models
L Song, R Shokri, P Mittal
2019 IEEE Security and Privacy Workshops (SPW), 50-56, 2019
562019
Analyzing the robustness of open-world machine learning
V Sehwag, AN Bhagoji, L Song, C Sitawarin, D Cullina, M Chiang, P Mittal
Proceedings of the 12th ACM Workshop on Artificial Intelligence and Security …, 2019
412019
Cross-layer protocol design for CSMA/CD in full-duplex WiFi networks
L Song, Y Liao, K Bian, L Song, Z Han
IEEE Communications Letters 20 (4), 792-795, 2016
412016
Towards probabilistic verification of machine unlearning
DM Sommer, L Song, S Wagh, P Mittal
arXiv preprint arXiv:2003.04247, 2020
372020
Universal adversarial attacks with natural triggers for text classification
L Song, X Yu, HT Peng, K Narasimhan
arXiv preprint arXiv:2005.00174, 2020
362020
A critical evaluation of open-world machine learning
L Song, V Sehwag, AN Bhagoji, P Mittal
arXiv preprint arXiv:2007.04391, 2020
112020
Acoustic denial of service attacks on HDDs
M Shahrad, A Mosenia, L Song, M Chiang, D Wentzlaff, P Mittal
arXiv preprint arXiv:1712.07816, 2017
112017
Acoustic denial of service attacks on hard disk drives
M Shahrad, A Mosenia, L Song, M Chiang, D Wentzlaff, P Mittal
Proceedings of the 2018 Workshop on Attacks and Solutions in Hardware …, 2018
92018
Mitigating Membership Inference Attacks by {Self-Distillation} Through a Novel Ensemble Architecture
X Tang, S Mahloujifar, L Song, V Shejwalkar, M Nasr, A Houmansadr, ...
31st USENIX Security Symposium (USENIX Security 22), 1433-1450, 2022
82022
IoTHound: environment-agnostic device identification and monitoring
P Anantharaman, L Song, I Agadakos, G Ciocarlie, B Copos, U Lindqvist, ...
Proceedings of the 10th International Conference on the Internet of Things, 1-9, 2020
82020
Better the devil you know: An analysis of evasion attacks using out-of-distribution adversarial examples
V Sehwag, AN Bhagoji, L Song, C Sitawarin, D Cullina, M Chiang, P Mittal
arXiv preprint arXiv:1905.01726, 2019
62019
Flexible full-duplex cognitive radio networks by antenna reconfiguration
L Song, Y Liao, L Song
2015 IEEE/CIC International Conference on Communications in China (ICCC), 1-5, 2015
32015
Full-duplex WiFi networks
L Song, Y Liao, L Song
Springer Singapore, Singapore, 2017
22017
Athena: Probabilistic Verification of Machine Unlearning
DM Sommer, L Song, S Wagh, P Mittal
Proceedings on Privacy Enhancing Technologies 3, 268-290, 2022
12022
Privacy vs Robustness (against Adversarial Examples) in Machine Learning
L Song, R Shokri, P Mittal
NeurIPS Workshop on Privacy in Machine Learning, 2019
12019
Machine Learning with Differentially Private Labels: Mechanisms and Frameworks
X Tang, M Nasr, S Mahloujifar, V Shejwalkar, L Song, A Houmansadr, ...
Proceedings on Privacy Enhancing Technologies 4, 332-350, 2022
2022
A Novel Self-Distillation Architecture to Defeat Membership Inference Attacks
X Tang, S Mahloujifar, L Song, V Shejwalkar, M Nasr, A Houmansadr, ...
NeurIPS 2021 Workshop Privacy in Machine Learning, 2021
2021
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