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Aug, 2023
通过符合预测,在无线信道上进行可靠的不确定性量化的联邦推理
Federated Inference with Reliable Uncertainty Quantification over Wireless Channels via Conformal Prediction
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Meiyi Zhu, Matteo Zecchin, Sangwoo Park, Caili Guo, Chunyan Feng...
TL;DR
通过无线通信的设备到服务器的信息交流,提高服务器对新输入进行推断决策的准确性,在有限的通信资源和/或大量设备的环境下,无线联合共测性预测(WFCP)相对于现有的数字实现具有显著优势。
Abstract
Consider a setting in which
devices
and a
server
share a pre-trained model. The
server
wishes to make an inference on a new input given th
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