Optimizing the deployment of large language models (LLMs) in edge computing
environments is critical for enhancing privacy and computational efficiency. Toward efficient …

The increasing pervasiveness of intelligent mobile applications requires to exploit the full
range of resources offered by the mobile-edge-cloud network for the execution of inference …

While the concept of AI4Net has been widely discussed in the past decade and adopted in
5G, its counterpart, Net4AI, has not gained that much attention so far. This is mostly due to …

Splitting the computation loads of a neural network (NN) training task to multiple stations,
split computing has been the most promising technology to sustain high-accuracy model for …

요 약본 논문에서는 엣지 기기의 처리 용량을 고려하여 작은 신경망 모델을 엣지에 탑재하고, 큰
신경망 모델을 서버에 탑재하여엣지와 서버 간 협력적으로 객체 감지를 수행하는 협력 추론 …

Considering the computing resources of networks, this paper proposes a cooperative
inference system in which edge devices are equipped with small-scale neural network …