Incentive mechanism in federated learning
WebMar 3, 2024 · As compared to the current incentive mechanism design in other fields, such as crowdsourcing, cloud computing, smart grid, etc., the incentive mechanism for … WebDesign of Two-Level Incentive Mechanisms for Hierarchical Federated Learning Shunfeng Chu, Jun Li, Senior Member, IEEE, Kang Wei, Member, IEEE, Yuwen Qian, Kunlun Wang, Member, IEEE, Feng Shu, Senior Member, IEEE, and Wen Chen, Senior Member, IEEE Abstract—Hierarchical Federated Learning (HFL) is a dis-
Incentive mechanism in federated learning
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WebJun 8, 2024 · Federated learning (FL) is an emerging paradigm for machine learning, in which data owners can collaboratively train a model by sharing gradients instead of their raw data. Two fundamental research problems in FL are incentive mechanism and privacy protection. The former focuses on how to incentivize data owners to participate in FL. WebNov 26, 2024 · This book contains three main parts. Firstly, it introduces different privacy-preserving methods for protecting a federated learning model against different types of attacks such as data leakage and/or data poisoning. Secondly, the book presents incentive mechanisms which aim to encourage individuals to participate in the federated learning ...
WebNov 25, 2024 · Firstly, it introduces different privacy-preserving methods for protecting a federated learning model against different types of attacks such as data leakage and/or data poisoning. Secondly, the book presents incentive mechanisms which aim to encourage individuals to participate in the federated learning ecosystems. WebJan 1, 2024 · Moreover, an incentive mechanism based on reputation points and Shaply values is proposed to improve the sustainability of the federated learning system, which provides a credible participation mechanism for data sharing based on federated learning and fair incentives.
WebJul 27, 2024 · Incentive Mechanisms in Federated Learning and A Game-Theoretical Approach. Abstract: Federated learning (FL) represents a new machine learning …
WebNov 26, 2024 · It serves as a tool for researchers or incentive mechanism designers to study the impact of emergent behaviors by FL participants under different incentive schemes. It can be useful for eliciting human behaviour patterns in FL and identifying potential loopholes in the proposed incentive scheme.
WebAug 9, 2024 · In this chapter, we have proposed two incentive mechanisms, such as Stackelberg game-based incentive mechanism and the auction theory-based incentive … great harvest bread company pascoWebAbstract: Federated learning is a new distributed machine learning paradigm that many clients (e.g., mobile devices or organizations) collaboratively train a model under the … flmingo hotel pvr web siteWebEnsuring fairness in incentive mechanisms for federated learning (FL) is essential to attracting high-quality clients and building a sustainable FL ecosystem. Most existing … great harvest bread company park cityWebJan 20, 2024 · A Learning-Based Incentive Mechanism for Federated Learning Abstract: Internet of Things (IoT) generates large amounts of data at the network edge. Machine … fl minority\u0027sWebJan 1, 2024 · Cross-silo federated learning (FL) is a privacypreserving distributed machine learning where organizations acting as clients cooperatively train a global model without … great harvest bread company nutrition infoWebMay 1, 2024 · An incentive mechanism is urgently required in order to encourage high-quality workers to participate in FL and to punish the attackers. In this paper, we propose FGFL, a blockchain-based incentive governor for Federated Learning. In FGFL, we assess the participants with reputation and contribution indicators. great harvest bread company pasco waWebApr 9, 2024 · Hierarchical Federated Learning (HFL) is a distributed machine learning paradigm tailored for multi-tiered computation architectures, which supports massive access of devices' models simultaneously. To enable efficient HFL, it is crucial to design suitable incentive mechanisms to ensure that devices actively participate in local training. … great harvest bread company peoria