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cs.PF2020
MDInference: Balancing Inference Accuracy and Latency for Mobile Applications
Samuel S. Ogden, Tian Guo
Deep Neural Networks are allowing mobile devices to incorporate a wide range of features into user applications. However, the computational complexity of these models makes it diff…
cs.PF2019
ModiPick: SLA-aware Accuracy Optimization For Mobile Deep Inference
Samuel S. Ogden, Tian Guo
Mobile applications are increasingly leveraging complex deep learning models to deliver features, e.g., image recognition, that require high prediction accuracy. Such models can be…