Publications

Adversarially Robust Deep Learning with Optimal-Transport-Regularized Divergences
arXiv
J. Birrell, R. Ebrahimi
Download

Differentially Private Stochastic Gradient Descent with Fixed-Size Minibatches: Tighter RDP Guarantees with or without Replacement
NeurIPS (forthcoming), 2024
J. Birrell, R. Ebrahimi, R. Behnia, J. Pacheco
Download

Efficient Secure Aggregation for Privacy-Preserving Federated Machine Learning
ACSAC, 2024
R. Behnia, A. Riasi, R. Ebrahimi, S. Chow, B. padmanabhan, T. Hoang
Download

Multi-view Representation Learning from Malware to Defend Against Adversarial Variants
IEEE ICDM Workshop on Multi-view Representation Learning, 2022
J. Hu, M. Ebrahimi, W. Li, X. Li, H. Chen
Download

EW-Tune: A Framework for Privately Fine-Tuning Large Language Models with Differential Privacy
IEEE ICDM Workshop on Machine Learning for Cybersecurity, 2022
R. Behnia*, M. Ebrahimi*, J. Pacheco, B. Padmanabhan (* Equal contribution)
Download

Heterogeneous Domain Adaptation with Deep Adversarial Representation Learning: Experiments on E-Commerce and Cybersecurity
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
M. Ebrahimi, Y. Chai, H. Zhang, H. Chen
Download

Binary Black-Box Attacks Against Static Malware Detectors with Reinforcement Learning in Discrete Action Spaces
IEEE S&P Workshop on Deep Learning and Security (DLS), pp. 85-91, 2021
M. Ebrahimi, J. Pacheco, W. Li, J. Hu, H. Chen
Download

Binary Black-box Evasion Attacks Against Deep Learning-based Static Malware Detectors with Adversarial Byte-Level Language Model
AAAI Conference on Artificial Intelligence, Workshop on Robust, Secure, and Efficient Machine Learning (RSEML), February 8-9, 2021
M. Ebrahimi, N. Zhang, J. Hu, M. T. Raza, H. Chen
Download

Single-Shot Black-Box Adversarial Attacks Against Malware Detectors: A Causal Language Model Approach
IEEE International Conference on Intelligence and Security Informatics (ISI), 2021
J. Hu, M. Ebrahimi, H. Chen
Download

Counteracting Dark Web Text-Based CAPTCHA with Generative Adversarial Learning for Proactive Cyber Threat Intelligence
ACM TMIS, 2022
N. Zhang, M. Ebrahimi, W. Li, H. Chen
Download

Cross-Lingual Security Analytics: Cyber Threat Detection in the International Dark Web with Adversarial Deep Representation Learning
MIS Quarterly (MISQ), 2022
M. Ebrahimi, Y. Chai, S. Samtani, H. Chen
Download