Search Results for author: Xueting Tong

Found 1 papers, 1 papers with code

InFi: End-to-End Learning to Filter Input for Resource-Efficiency in Mobile-Centric Inference

3 code implementations28 Sep 2022 Mu Yuan, Lan Zhang, Fengxiang He, Xueting Tong, Miao-Hui Song, Zhengyuan Xu, Xiang-Yang Li

Previous efforts have tailored effective solutions for many applications, but left two essential questions unanswered: (1) theoretical filterability of an inference workload to guide the application of input filtering techniques, thereby avoiding the trial-and-error cost for resource-constrained mobile applications; (2) robust discriminability of feature embedding to allow input filtering to be widely effective for diverse inference tasks and input content.

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