Task‐aware swapping for efficient DNN inference on DRAM‐constrained edge systems
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Intelligent Systems"
DOI: 10.1002/int.22933
Abstract: Object detection at the edge side is a common task in various environments. The deployment of convolutional neural networks in intelligent edge systems is very challenging because of the highly constrained main‐memory space. This study… read more here.
Keywords: systems task; edge systems; task; task aware ... See more keywords
An Interpretive Perspective: Adversarial Trojaning Attack on Neural-Architecture-Search Enabled Edge AI Systems
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2022.3177442
Abstract: In this article, we propose and analyze a group of adversarial backdoor attack methods on neural-architecture-search (NAS) enabled edge AI systems in industrial Internet of Things (IIoT) domain. NAS is a new popular way to… read more here.
Keywords: edge systems; adversarial trojaning; enabled edge; neural architecture ... See more keywords
Multi-Tier GPU Virtualization for Deep Learning in Cloud-Edge Systems
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Parallel and Distributed Systems"
DOI: 10.1109/tpds.2023.3274957
Abstract: Accelerator virtualization offers several advantages in the context of cloud-edge computing. Relatively weak user devices can enhance performance when running workloads by accessing virtualized accelerators available on other resources in the cloud-edge continuum. However, cloud-edge… read more here.
Keywords: virtualization; edge systems; cloud edge; migration ... See more keywords