M.Sc. Vincent Meyers
- PhD Student
- room: A3.23
- phone: +49 721 608 47684
- vincent meyers ∂does-not-exist.kit edu
Short Bio
Vincent Meyers received his B.Sc degree in Computer Science from Technische Universität Dortmund in 2017. In 2022, he received his M.Sc. in Computer Science from Karlsruhe Institut of Technology (KIT). His master thesis was focused on reverse-engineering folded neural network architecture.
Since June 2022, he is a Ph.D. student at the CDNC group of Prof. Mehdi B. Tahoori at Karlsruhe Institute of Technology. His current research interests are in hardware security, with a focus on neural network accelerators.
Publications
| Journals | |
|---|---|
| V Meyers, M Hefenbrock, D Gnad, M Tahoori Leveraging Neural Trojan Side-Channels for Output Exfiltration in Cryptography 9 (1), DOI, PDF, Jan 2025. | |
| Vincent Meyers, Dennis Gnad, Mehdi Tahoori Active and Passive Physical Attacks on Neural Network Accelerators in IEEE Design & Test (Volume 40, Issue 5), DOI, PDF, Oct 2023. |
| Conferences | |
|---|---|
| Mahboobe Sadeghipour Roodsari, Vincent Meyers, Mehdi B. Tahoori Lightweight Concurrent Out-of-Distribution Detection in Hyperdimensional Computing Hardware in IEEE 31st International Symposium on On-Line Testing and Robust System Design (IOLTS), DOI, PDF, Aug 2025. | |
| Muhammad Shakeel Akram, Vincent Meyers, Mehdi B. Tahoori, Bogaraju Sharatchandra Varma, Dewar Finlay EvoWeight: Sponge Poisoning of FPGA-Based DNN Accelerators in Differential Private Secure Federated Learning in IEEE International Symposium on Hardware Oriented Security and Trust (HOST), DOI, PDF, May 2025. | |
| V. Meyers, M. Hefenbrock, M. Sadeghipourrudsari, D. Gnad, M. Tahoori Towards Functional Safety of Neural Network Hardware Accelerators: Concurrent Out-of-Distribution Detection in Hardware Using Power Side-Channel Analysis in Proceedings of the 30th Asia and South Pacific Design Automation Conference (ASPDAC), DOI, PDF, Mar 2025. | |
| Mahboobe Sadeghipour Roodsari; Jonas Krautter; Vincent Meyers; Mehdi Tahoori E3HDC: Energy Efficient Encoding for Hyper-Dimensional Computing on Edge Devices in 34th International Conference on Field-Programmable Logic and Applications (FPL, DOI, PDF, Sep 2024. | |
| Dennis Gnad, Martin Gotthard, Jonas Krautter, Angeliki Kritikakou, Vincent Meyers, Paolo Rech, Josie E Rodriguez Condia, Annachiara Ruospo, Ernesto Sanchez, Fernando Fernandes Dos Santos, Olivier Sentieys, Mehdi Tahoori, Russell Tessier, Marcello Traiola Reliability and Security of AI Hardware in IEEE European Test Symposium (ETS), DOI, PDF, May 2024. | |
| Vincent Meyers, Michael Hefenbrock, Dennis Gnad, Mehdi Tahoori Trained to Leak: Hiding Trojan Side-Channels in Neural Network Weights in IEEE International Symposium on Hardware Oriented Security and Trust (HOST), DOI, PDF, May 2024. | |
| Vincent Meyers, Dennis Gnad, Mehdi Tahoori Out-of-Distribution Detection Using Power-Side Channels for Improving Functional Safety of Neural Network FPGA Accelerators in Design, Automation & Test in Europe Conference & Exhibition (DATE), DOI, PDF, Mar 2024. | |
| Vincent Meyers, Michael Hefenbrock, Dennis Gnad, Mehdi Tahoori Remote Identification of Neural Network FPGA Accelerators by Power Fingerprints in 33rd International Conference on Field-Programmable Logic and Applications (FPL), DOI, PDF, Sep 2023. | |
| Lukas Huegle, Martin Gotthard, Vincent Meyers, Jonas Krautter, Dennis RE Gnad, Mehdi B Tahoori Power2Picture: Using Generative CNNs for Input Recovery of Neural Network Accelerators through Power Side-Channels on FPGAs in IEEE 31st Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM), DOI, PDF, May 2023. | |
| Vincent Meyers, Mehdi B Tahoori Power Side-Channel Attacks and Defenses for Neural Network Accelerators in IEEE 31st Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM), PhD Forum, DOI, PDF, May 2023. | |
| Vincent Meyers, Dennis Gnad, Mehdi Tahoori Reverse Engineering Neural Network Folding with Remote FPGA Power Analysis in IEEE 30th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM), DOI, PDF, May 2022. | |
| Dennis R. E. Gnad; Vincent Meyers; Nguyen Minh Dang; Falk Schellenberg; Amir Moradi; Mehdi B. Tahoori Stealthy Logic Misuse for Power Analysis Attacks in Multi-Tenant FPGAs in Proceedings of Design, Automation & Test in Europe (DATE), DOI, PDF, Feb 2021. Invited Paper | |
| Muhammad Shakeel Akram, Vincent Meyers, Mehdi Tahoori, Bogaraju Sharatchandra Varma, Dewar Finlay EvoWeight: Sponge Poisoning of FPGA-Based DNN Accelerators in Differential Private Secure Federated Learning in IEEE International Symposium on Hardware Oriented Security and Trust (HOST), 2025. | |
| M. Sadeghipourrudsari, V. Meyers, M. Tahoori CED-HDC: Lightweight Concurrent Error Detection for Reliable Hyperdimensional Computing in IEEE 43rd VLSI Test Symposium (VTS), 2025. |