time-series-5
Device-Cloud Collaboration
3260 papers • 126 benchmarks • 313 datasets
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Most implemented papers
DUET: A Tuning-Free Device-Cloud Collaborative Parameters Generation Framework for Efficient Device Model Generalization
Zheqi Lv, Wenqiao Zhang, Shengyu Zhang, Kun Kuang, Feng Wang, Yongwei Wang, Zhengyu Chen, T. Shen, Hongxia Yang, Bengchin Ooi, Fei Wu•Sun Sep 11 2022
It is argued that the computational cost brought by fine-tuning can be rather unnecessary, and a novel perspective to improving DMG without increasing computational cost is presented, i.e., device-specific parameter generation which directly maps data distribution to parameters.