Nov 7, 2022 · This paper presents a real-time scheduling framework that enables the execution of resource-intensive DNN workloads inside TrustZone-enabled secure enclaves. Our approach reduces the ...
Nov 7, 2022 · This paper presents a real-time scheduling framework that enables the execution of resource-intensive DNN workloads inside TrustZone-enabled secure enclaves. Our approach reduces the resource overhead by fusing multiple layers of multiple tasks and running them all together inside the enclaves while ...
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Jul 4, 2024 · Real-time scheduling of TrustZone-enabled DNN workloads. In Proceedings of the 4th Workshop on CPS & IoT Security and Privacy, pages 63-69, 2022. Google Scholar; Mohammad Fakhruddin Babar and Monowar Hasan. Real-time scheduling of Trustzone-enabled DNN workloads. In Proceedings of the 4th Workshop on ...
Real-time scheduling of TrustZone-enabled DNN workloads. MF Babar, M Hasan.
Our research demonstrates the existence of side-channel information leaks in TrustZone-enabled real-time systems. Our algorithm can infer the critical tasks' arrival times and pinpoint when the system switches between regular and secure execution modes. By precisely obtaining such timing information, an adversary ...
This paper presents a real-time scheduling framework that enables the execution of resource-intensive DNN workloads inside TrustZone-enabled secure enclaves and reduces the resource overhead by fusing multiple layers of multiple tasks and running them all together inside the enclaves while retaining real- time ...
Real-time scheduling of TrustZone-enabled DNN workloads. MF Babar, M Hasan. Proceedings of the 4th Workshop on CPS & IoT Security and Privacy, 63-69, 2022. 3, 2022 ; Trusted Deep Neural Execution—A Survey. MF Babar, M Hasan.
This research will advance the field by enabling system designers to better understand how to integrate security concerns, with a focus on revealing security trade-offs to ensure minimal (or no) perturbations on real-time properties.
2022. Workshop [W11]. CPSIoTSec'22 M. Babar and M. Hasan, Real-time scheduling of TrustZone-enabled DNN workloads, in Proc. of ACM Joint Workshop on CPS & IoT ... TrustZone-enabled real-time systems, in Proc. of IEEE Real-Time and Embedded Technology and Applications Symposium, (RTAS), Brief Presentations (BP) ...
A similar line of work exists [38] that presents a technique to enable time-critical DNN computations for. TrustZone-enabled enclaves. As TrustZone ... Hasan, “Real-time scheduling of TrustZone-enabled. DNN workloads,” CPSIoTSec'22, (New York, NY, USA), p. 63–69,. Association for Computing Machinery, 2022 ...