Jun 9, 2022 · In this paper, we present Swan, a neural engine to optimize DNN training on smartphone SoCs without hurting user experience. Extensive large- ...

Swan, a neural engine to optimize DNN training on smartphone SoCs without hurting user experience is presented, and extensive large-scale evaluations show ...

In this paper, we present Swan, a neural engine to optimize DNN training on smartphone SoCs without hurting user experience. Extensive large-scale evaluations ...

Jun 9, 2022 · In this paper, we propose Swan, a neural engine to train DNN models on smartphones in real-world settings, while considering constraints such as ...

Swan: A Neural Engine for Efficient DNN Training on Smartphone SoCs ... The need to train DNN models on end-user devices (e. g., smartphones) is increasing with ...

Co-authors ; Swan: A neural engine for efficient dnn training on smartphone socs. SSV Singapuram, F Lai, C Hu, M Chowdhury. arXiv preprint arXiv:2206.04687, 2022.

Swan: A Neural Engine for Efficient DNN Training on Smartphone SoCs. S Sri Vallabh Singapuram, C Hu, F Lai, C Zhang, M Chowdhury. DistributedML, 2023. 5*, 2023.

swan-arxiv, title={Swan: A Neural Engine for Efficient DNN Training on Smartphone SoCs}, author={Sanjay Sri Vallabh Singapuram and Fan Lai and Chuheng Hu ...

In this paper, we present Swan, a neural engine to optimize DNN training on smartphone SoCs without hurting user experience. Extensive large-scale ...

Swan: A Neural Engine for Efficient DNN Training on Smartphone SoCs · no code ... Egeria: Efficient DNN Training with Knowledge-Guided Layer Freezing · no ...