Federated inference with reliable uncertainty quantification over wireless channels via conformal prediction
In this paper, we consider a wireless federated inference scenario in which devices and a
server share a pre-trained machine learning model. The devices communicate statistical …
server share a pre-trained machine learning model. The devices communicate statistical …
Joint source-channel coding for semantics-aware grant-free radio access in IoT fog networks
A fog-radio access network (F-RAN) architecture is studied for an Internet-of-Things (IoT)
system in which wireless sensors monitor a number of multi-valued events and transmit in …
system in which wireless sensors monitor a number of multi-valued events and transmit in …
Information-centric grant-free access for IoT fog networks: Edge vs. cloud detection and learning
A multi-cell Fog-Radio Access Network (F-RAN) architecture is considered in which Internet
of Things (IoT) devices periodically make noisy observations of a Quantity of Interest (QoI) …
of Things (IoT) devices periodically make noisy observations of a Quantity of Interest (QoI) …
Performance analysis of sphere packed aided differential space-time spreading with iterative source-channel detection
The introduction of 5G with excessively high speeds and ever-advancing cellular device
capabilities has increased the demand for high data rate wireless multimedia …
capabilities has increased the demand for high data rate wireless multimedia …
Information bottleneck-inspired type based multiple access for remote estimation in IoT systems
Type-basedmultiple access (TBMA) is a semantics-aware multiple access protocol for
remote inference. In TBMA, codewords are reused across transmitting sensors, with each …
remote inference. In TBMA, codewords are reused across transmitting sensors, with each …
A semantics-aware communication scheme to estimate the empirical measure of a quantity of interest via multiple access fading channels
In this paper, we address semantics-empowered communication strategies that
simultaneously incorporate semantic aware active sampling and transmission over a shared …
simultaneously incorporate semantic aware active sampling and transmission over a shared …
面向大规模物联网的随机接入: 现状, 挑战与机遇
范**志， **里， 陈欢， 程高峰， 杨林杰， 汤小波 - 通信学报, 2021 - infocomm-journal.com
在传统通信系统中, 随机接入是终端与网络之间建立无线链路的必经过程, 只有在随机接入完成
之后, 终端与网络之间才能**常进行数据传输. 聚焦大规模节点物联网, 首先阐述了大规模物联网 …
之后, 终端与网络之间才能**常进行数据传输. 聚焦大规模节点物联网, 首先阐述了大规模物联网 …
Sparse superposition coding with Bayesian detection for correlated unsourced random access
This paper considers a heterogeneous communication model combining (i) conventional
unsourced random access, where individual messages are recovered at the receiver, and …
unsourced random access, where individual messages are recovered at the receiver, and …
Fog-based detection for random-access iot networks with per-measurement preambles
Internet of Things (IoT) systems may be deployed to monitor spatially distributed quantities of
interests (QoIs), such as noise or pollution levels. This paper considers a fog-based IoT …
interests (QoIs), such as noise or pollution levels. This paper considers a fog-based IoT …
Grant-free access for IoT in beyond-5G systems: The potential of receiver diversity
The impressive increase in market penetration of internet of things (IoT) services and the
flourishing of targeted technology solutions forecast a prominent role for these applications …
flourishing of targeted technology solutions forecast a prominent role for these applications …