Resource Sharing and Security Implications on Machine Learning Inference Accelerators

Due to the increasing adoption of Machine Learning (ML) and in particular Deep Learning (DL), many specialized energy efficient accelerators are being proposed by academia and industry. A number of these accelerators are designed to run a single application at a time in exclusive access mode. This approach gives applications maximum performance but reduces resource efficiency, resulting in increas...