Liwei Song

PhD student, Princeton University

Joined

February 2020

Names

Liwei Song (Preferred)

Emails

****@princeton.edu (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

PhD student

Princeton University (princeton.edu)

2016 – Present

Undergrad student

Peking University (pku.edu.cn)

2012 – 2016

Advisors, Relations & Conflicts

Coworker

Reza Shokri

2018 – Present

PhD Advisor

Prateek Mittal

2016 – Present

Expertise

adversarial machine learning

2017 – Present

machine learning privacy

2017 – Present

Publications

A Novel Self-Distillation Architecture to Defeat Membership Inference Attacks
Xinyu Tang, Saeed Mahloujifar, Liwei Song, Virat Shejwalkar, Milad Nasr, Amir Houmansadr, Prateek Mittal
- Published: 04 Nov 2021, Last Modified: 15 May 2023
- PRIML 2021 Poster
- Readers: Everyone
Universal Adversarial Attacks with Natural Triggers for Text Classification
Liwei Song, Xinwei Yu, Hsuan-Tung Peng, Karthik Narasimhan
- 2021 (modified: 21 Sept 2021)
- NAACL-HLT 2021
- Readers: Everyone
Systematic Evaluation of Privacy Risks of Machine Learning Models
Liwei Song, Prateek Mittal
- 2021 (modified: 21 Sept 2021)
- USENIX Security Symposium 2021
- Readers: Everyone
Towards Probabilistic Verification of Machine Unlearning
David Marco Sommer, Liwei Song, Sameer Wagh, Prateek Mittal
- 2020 (modified: 21 Sept 2021)
- CoRR 2020
- Readers: Everyone
IoTHound: environment-agnostic device identification and monitoring
Prashant Anantharaman, Liwei Song, Ioannis Agadakos, Gabriela F. Ciocarlie, Bogdan Copos, Ulf Lindqvist, Michael E. Locasto
- 2020 (modified: 21 Sept 2021)
- IOT 2020
- Readers: Everyone
Analyzing the Robustness of Open-World Machine Learning.
Vikash Sehwag, Arjun Nitin Bhagoji, Liwei Song, Chawin Sitawarin, Daniel Cullina, Mung Chiang, Prateek Mittal
- 2019 (modified: 09 Nov 2022)
- AISec@CCS2019
- Readers: Everyone
Better the Devil you Know: An Analysis of Evasion Attacks using Out-of-Distribution Adversarial Examples.
Vikash Sehwag, Arjun Nitin Bhagoji, Liwei Song, Chawin Sitawarin, Daniel Cullina, Mung Chiang, Prateek Mittal
- 2019 (modified: 09 Nov 2022)
- CoRR2019
- Readers: Everyone
Membership Inference Attacks Against Adversarially Robust Deep Learning Models
Liwei Song, Reza Shokri, Prateek Mittal
- 2019 (modified: 21 Sept 2021)
- IEEE Symposium on Security and Privacy Workshops 2019
- Readers: Everyone
Privacy Risks of Securing Machine Learning Models against Adversarial Examples
Liwei Song, Reza Shokri, Prateek Mittal
- 2019 (modified: 21 Sept 2021)
- CCS 2019
- Readers: Everyone
Acoustic Denial of Service Attacks on Hard Disk Drives
Mohammad Shahrad, Arsalan Mosenia, Liwei Song, Mung Chiang, David Wentzlaff, Prateek Mittal
- 2018 (modified: 21 Sept 2021)
- ASHES@CCS 2018
- Readers: Everyone

View all 13 publications

Co-Authors

View all 30 co-authors