Enabling Edge Artificial Intelligence via Goal-oriented Deep Neural Network Splitting

F Binucci, M Merluzzi, P Banelli… - 2024 19th …, 2024 - ieeexplore.ieee.org
Deep Neural Network (DNN) splitting is one of the key enablers of edge Artificial Intelligence
(AI), as it allows end users to pre-process data and offload part of the computational burden …

Energy-Efficient Optimal Mode Selection for Edge AI Inference via Integrated Sensing-Communication-Computation

S Liu, D Wen, D Li, Q Chen, G Zhu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Existing edge inference methods only consider one paradigm, ie, one of on-device
inference, on-server inference, or edge-device cooperative inference. Each paradigm has its …