Zitao Chen, Guanpeng Li, and Karthik Pattabiraman, IEEE/IFIP International Conference on Dependable Systems and Networks (DSN), 2021. (Acceptance Rate: 16.5%). [ PDF | Talk , Video] (arXIV, code) Best Paper Award Runner up (1 of 2 among nearly 300 submissions). Incorporated into Intel’s OpenVino2 Framework (More details, Documentation).
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Recent Papers
- D-semble: Efficient Diversity-Guided Search for Resilient ML Ensembles
- A Method to Facilitate Membership Inference Attacks in Deep Learning Models
- SAM: Foreseeing Inference-Time False Data Injection Attacks on ML-enabled Medical Devices
- AutoPatch: Automated Generation of Hotpatches for Real-Time Embedded Devices
- SpecGuard: Specification Aware Recovery for Robotic Autonomous Vehicles from Physical Attacks
- Global Clipper: Enhancing Safety and Reliability of Transformer-based Object Detection Models
- Co-Approximator: Enabling Performance Prediction in Colocated Applications
- Harnessing Explainability to Improve ML Ensemble Resilience
- POMABuster: Detecting Price Oracle Manipulation Attacks in Decentralized Finance
- Systematically Assessing the Security Risks of AI/ML-enabled Connected Healthcare Systems
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