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08/28/2023
EdgeMoE: Fast On-Device Inference of MoE-based Large Language Models
Large Language Models (LLMs) such as GPTs and LLaMa have ushered in a re...
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06/15/2022
Understanding and Optimizing Deep Learning Cold-Start Latency on Edge Devices
DNNs are ubiquitous on edge devices nowadays. With its increasing import...
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09/02/2019
Approximate Query Processing on Autonomous Cameras
Surveillance IoT cameras are becoming autonomous: they operate on batter...
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04/28/2019
Supporting Video Queries on Zero-Streaming Cameras
As low-cost surveillance cameras grow rapidly, we advocate for these cam...
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12/01/2017
Enabling Cooperative Inference of Deep Learning on Wearables and Smartphones
Deep Learning (DL) algorithm is the state-of-the-art algorithm of many c...
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12/01/2017
