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Federated Inference with Reliable Uncertainty Quantification over Wireless Channels via Conformal Prediction
[article]
2023
arXiv
pre-print
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The devices communicate statistical information about their local data to the server over a common wireless channel, aiming to enhance the quality of the inference decision at the server. ...
Recent work has introduced federated conformal prediction (CP), which leverages devices-to-server communication to improve the reliability of the server's decision. ...
CONCLUSIONS AND OUTLOOKS This paper has introduced wireless federated conformal prediction (WFCP), the first protocol for the deployment of federated inference via CP in shared noisy communication channels ...
arXiv:2308.04237v2
fatcat:noaugza5azg55dbmgak76vm5cq
The CENTRIC Project Vision on Sustainable AI-native Air-interface for 6G Networks
2024
Zenodo
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The CENTRIC vision begins with a top-down, modular approach that starts with users' objectives and application-specific requirements. ...
This white paper presents the visionary approach of the CENTRIC project towards developing a sustainable AI-native Air-Interface for 6G networks, aiming to revolutionize wireless communication through ...
CENTRIC aims to develop modular meta-learning strategies integrated with Bayesian and/or conformal inference methods for adaptation and monitoring. ...
doi:10.5281/zenodo.10720914
fatcat:lkzhuzb5w5htrcovr2kd6dqpgy
2021 Index IEEE Internet of Things Journal Vol. 8
2021
IEEE Internet of Things Journal
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Aggregation for Federated Learning Over Wireless Net-Fading via Generalized Score Tests. ...
., +, Over-the-Air Aggregation With Multiple Shared Channels and Graph-Based State Estimation for Industrial IoT Systems. ...
doi:10.1109/jiot.2022.3141840
fatcat:42a2qzt4jnbwxihxp6rzosha3y
The Internet of Federated Things (IoFT): A Vision for the Future and In-depth Survey of Data-driven Approaches for Federated Learning
[article]
2021
arXiv
pre-print
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Those industries include manufacturing, transportation, energy, healthcare, quality & reliability, business, and computing. ...
This paradigm shift was set into motion by the tremendous increase in computational power on IoT devices and the recent advances in decentralized and privacy-preserving model training, coined as federated ...
Over Reliability engineering is concerned with the failure behavior
the past decade, many networking problems have relied on of a system under stated conditions. ...
arXiv:2111.05326v1
fatcat:bbgdhtuqcrhstgakt2vxuve2ca
Semantic Communications for Future Internet: Fundamentals, Applications, and Challenges
[article]
2022
arXiv
pre-print
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With the increasing demand for intelligent services, the sixth-generation (6G) wireless networks will shift from a traditional architecture that focuses solely on high transmission rate to a new architecture ...
Semantic communication (SemCom), a revolutionary architecture that integrates user as well as application requirements and meaning of information into the data processing and transmission, is predicted ...
to ensure its transmission reliability and the accuracy of the semantic inference. ...
arXiv:2207.00427v2
fatcat:awh5a7bunnblbgz636pzvpldue
Semantics-Empowered Communication: A Tutorial-cum-Survey
[article]
2023
arXiv
pre-print
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Furthermore, we propose to categorize the critical enabling techniques by explicit and implicit reasoning-based methods, and elaborate on how they evolve and contribute to modern content & channel semantics-empowered ...
Along with the springing up of the semantics-empowered communication (SemCom) research, it is now witnessing an unprecedentedly growing interest towards a wide range of aspects (e.g., theories, applications ...
With the TABLE V: Recognized sentences in different systems over Rayleigh channel (for SNR = 4 dB) [119] . ...
arXiv:2212.08487v5
fatcat:kubt5kreyff6tm6gxl6wngqwti
The Wireless Craze, The Unlimited Bandwidth Myth, The Spectrum Auction Faux Pas, and the Punchline to Ronald Coase's "Big Joke": An Essay on Airwave Allocation Policy
2001
Social Science Research Network
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What is impossible to infer from FCC designations is the productivity of wireless services versus alternative opportunities. ...
The Federal Communications Commission has been stingy with the radio frequencies that make wireless telephone calls possible. ...
UWB has, in fact, been delayed for over a decade while various interests (including NASA and the Federal Aviation Administration) complain that the technology will interfere with important public safety ...
doi:10.2139/ssrn.286932
fatcat:xvz25bjv5nh4ho3wfqtqrloe3y
2021 Index IEEE Transactions on Industrial Informatics Vol. 17
2021
IEEE Transactions on Industrial Informatics
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., +, TII July 2021 4904-4913 Probabilistic Solar Irradiation Forecasting Based on Variational Bayesian Inference With Secure Federated Learning. ...
., +, TII July 2021 4904-4913 Probabilistic Solar Irradiation Forecasting Based on Variational Bayesian Inference With Secure Federated Learning. ...
doi:10.1109/tii.2021.3138206
fatcat:ulsazxgmpfdmlivigjqgyl7zre
Sim2real for Reinforcement Learning Driven Next Generation Networks
[article]
2022
arXiv
pre-print
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The emerging network structure represented by Open RAN (O-RAN) conforms to this trend, and the radio intelligent controller (RIC) at the centre of its specification serves as an ML applications host. ...
Due to the variation of wireless propagation channel and latency of network layer, The uncertain delay of getting UE reward feedback will cause chaotic training logic for agents. ...
The standardization of wireless network DT is in progress, but its design should basically conform to the following principles: • Extendibility: DT maintains open interfaces for different surrogate models ...
arXiv:2206.03846v1
fatcat:7fe7hufrxrg23m5zb67k3kbz5y
Comparative trust management with applications: Bayesian approaches emphasis
2014
Future generations computer systems
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The goal is to provide a comprehensive broad overview of the trust landscape, with the nittygritties of a handful of approaches. ...
As agents providing content and services become increasingly removed from the agents that consume them, the issue of robust trust inference and update becomes critical. ...
Trust inference algorithms (trust models) deal with how to compose primitive trust values associated with edges to obtain aggregated trust values over paths and subgraphs as discussed in Section 5.3. ...
doi:10.1016/j.future.2013.05.006
fatcat:bgrrhrvabzhxhgvyovbto5joom
Towards a synchronized semantic model to support aspects of building management
2009
2009 7th IEEE International Conference on Industrial Informatics
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Additionally further inferences are facilitated including those about wasted resources such as unnecessary lighting and heating for example. ...
Agent behaviour directed at working toward goals is rendered intelligent with semantic web technologies. ...
The infrastructure interface modules read sensors typically via interrupt driven mechanisms or by a relatively fast polls (5 Hz), and notify the sensors node over the .Net Remoting channels at a lower ...
doi:10.1109/indin.2009.5195822
fatcat:z2s4micvrvhwzioiivpdxz2t54
Intelligent Edge-Embedded Technologies for Digitising Industry
[chapter]
2022
Intelligent Edge-Embedded Technologies for Digitising Industry
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Topics range from the theory and use of systems involving all terminals, computers, and information processors to wired and wireless networks and network layouts, protocols, architectures, and implementations ...
The series includes research monographs, edited volumes, handbooks and textbooks, providing professionals, researchers, educators, and advanced students in the field with an invaluable insight into the ...
TEMPO has also received funding from the German Federal Ministry of Education and Research (BMBF) under Grant No.16ESE0407. ...
doi:10.13052/rp-9788770226103
fatcat:mgz277pmkbetvbpoaomoktzgzi
Risk Management Framework
[chapter]
2012
Risk Management in Electronic Banking
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DEDICATION This thesis is dedicated to the military service members, academics, role models, and family members that have shaped my views of the world over the past thirty-six years. ...
As the prospect of risk quantification became increasingly manifest, organizations have made huge investments in unearthing any utility that could provide them with an advantage over their competitors ...
Rationality implies the conformity of one's beliefs with one's reasons to believe, or of one's actions with one's reasons for action. ...
doi:10.1002/9781118390436.ch4
fatcat:b5uyj2ustvdyddscrbjkqlm2cq
News Briefs
1995
Journal of Research of the National Institute of Standards and Technology
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The NIST work thus raises a caution with respect to using this type of fiber for Bragg gratings. ...
., foreign, and international standards, technical regulations, and conformity assessment procedures in its role as the U.S. inquiry point under the WTO Agreement on Technical Barriers to Trade (TBT Agreement ...
that integrated-circuit manufacturers can use to improve their predictions of the reliability of their products. ...
doi:10.6028/jres.100.055
fatcat:blxu22bwlrfsbpjk3hkcqqfgni
Applications and Techniques for Fast Machine Learning in Science
2022
Frontiers in Big Data
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Federated learning over wireless fading channels. IEEE Trans. ...
Convergence time optimization for federated learning over wireless networks. IEEE Trans. ...
doi:10.3389/fdata.2022.787421
pmid:35496379
pmcid:PMC9041419
fatcat:5w2exf7vvrfvnhln7nj5uppjga
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