HeteroScore: Evaluating and Mitigating Cloud Security Threats Brought by Heterogeneity

C. Fang, H. Wang, N. Nazari, B. Omidi, A. Sasan, KN. Khasawneh, S. Rafatirad, and H. Homayoun, to appear in Network and Distributed System Security (NDSS) Symposium, 2022. 

Stealthy Inference Attack on DNN via Cache-based Side-Channel Attacks

H. Wang, S. Mahbub Hafiz, K. Patwari, C-N. Chuah, Z. Shafiq, and H. Homayoun, IEEE Design, Automation & Test in Europe Conference & Exhibition (DATE), 2022

DNN Model Architecture Fingerprinting Attack on CPU-GPU Edge Devices

K. Patwari, SM Hafiz, H. Wang, H. Homayoun, Z. Shafiq, CN. Chuah, IEEE Design, Automation & Test in Europe Conference & Exhibition (DATE), 2022

Repttack: Exploiting Cloud Schedulers to Guide Co-Location Attacks

C. Fang, H. Wang, N. Nazari, B. Omidi, A. Sasan, KN. Khasawneh, S. Rafatirad, and H. Homayoun, Network and Distributed System Security (NDSS) Symposium, 2022. 

Enabling Micro AI for Securing Edge Devices at Hardware Level

H. Wang, H. Sayadi, A. Sasan, S. Manoj P D, S. Rafatirad, and H. Homayoun, IEEE Journal on Emerging and Selected Topics in Circuits and Systems (JETCAS), 2021.

Evaluation of Machine Learning-based Detection against Side-Channel Attacks on Autonomous Vehicle

• H. Wang, S. Salehi, H. Sayadi, A. Sasan, T. Mohsenin, PDS. Manoj, S. Rafatirad, and H. Homayoun, IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2021.

Hybrid-Shield: Accurate and Efficient Cross-Layer Countermeasure for Run-Time Detection and Mitigation of Cache-Based Side-Channel Attacks

H. Wang, H. Sayadi, A. Sasan, S. Rafatirad, H. Homayoun, to appear in 39th IEEE/ACM International Conference On Computer Aided Design (ICCAD), 2020. 

Mitigating Cache-Based Side-Channel Attacks through Randomization: A Comprehensive System and Architecture Level Analysis

H. Wang, H. Sayadi, A. Sasan, S. Rafatirad, H. Homayoun, in Proceedings of the IEEE Design, Automation& Test in Europe Conference & Exhibition (DATE), Grenoble, France, 2020.

HybriDG: Hybrid Dynamic Time Warping and Gaussian Distribution Model for Detecting Emerging Zero-day Microarchitectural Side-Channel Attacks

H. Wang, H. Sayadi, A. Sasan, S. Rafatirad, H. Homayoun, to appear 19th IEEE International Conference On Machine Learning And Applications (ICMLA), 2020.

Phased-Guard: Multi-Phase ML Framework for Detection and Identification of Zero-Day Microarchitectural Side-Channel Attacks

 H. Wang, H. Sayadi, A. Sasan, S. Rafatirad, H. Homayoun, in Proceedings of 38th IEEE International  Conference on Computer Design (ICCD), Hartford, Connecticut, USA, 2020.

Comprehensive Evaluation of Machine Learning Countermeasures for Detecting Microarchitectural Side-Channel Attacks

 H. Wang, H. Sayadi, Tinoosh Mohsenin, A. Sasan, S. Rafatirad, H. Homayoun, in Proceedings of 2020 Great Lakes Symposium on VLSI (GLSVLSI), 2020.

SCARF: Detecting Side-Channel Attacks at Real-time using Low-level Hardware Features

H. Wang, H. Sayadi, A. Sasan, S. Rafatirad, H. Homayoun, in Proceedings of the 26th IEEE International Symposium on On-Line Testing and Robust System Design (IOLTS), 2020.

A+ Tuning: Architecture+Application Auto-tuning for In-Memory Data-Processing Frameworks

H. Wang, S. Rafatirad, H. Homayoun, in Proceedings of IEEE 25th International Conference on Parallel and Distributed Systems (ICPADS), 2019.

Energy-aware and Machine Learning-based Resource Provisioning of In-memory Analytics on Cloud

HM. Makrani, H. Sayadi, D.Motwani, H. Wang, S. Rafatirad, H. Homayoun, ACM Symposium on Cloud Computing (SoCC).