3 papers
JASPER: Special Session on Joint Reliability And Security Assessment of SPlit Computing for Edge Robustness
Enrico Magliano, Giuseppe Esposito, Amir Hossein Shahdadian +13
Split Computing (SC) enables efficient deployment of Deep Neural Networks (DNNs) by partitioning inference between edge devices and cloud servers. However, intermediate feature rep…
GPU Under Pressure: Estimating Application's Stress via Telemetry and Performance Counters
Giuseppe Esposito, Juan-David Guerrero-Balaguera, Josie Esteban Rodriguez Condia +3
Graphics Processing Units (GPUs) are specialized accelerators in data centers and high-performance computing (HPC) systems, enabling the fast execution of compute-intensive applica…
Evaluating Different Fault Injection Abstractions on the Assessment of DNN SW Hardening Strategies
Giuseppe Esposito, Juan David Guerrero-Balaguera, Josie Esteban Rodriguez Condia +1
The reliability of Neural Networks has gained significant attention, prompting efforts to develop SW-based hardening techniques for safety-critical scenarios. However, evaluating h…