Articles with "model fingerprinting" as a keyword



FedUIMF: Unambiguous and Imperceptible Model Fingerprinting for Secure Federated Learning on Consumer Electronic Devices

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Published in 2025 at "IEEE Transactions on Consumer Electronics"

DOI: 10.1109/tce.2025.3605044

Abstract: The proliferation of consumer electronic devices has generated massive volumes of decentralized data, yet centralized training methods may potentially infringe on privacy. Consequently, federated learning (FL), a novel methodology leveraging distributed collaborative training, has emerged… read more here.

Keywords: consumer electronic; model fingerprinting; model; federated learning ... See more keywords

Dynamic Wireless Indoor Localization Incorporating With an Autonomous Mobile Robot Based on an Adaptive Signal Model Fingerprinting Approach

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Published in 2019 at "IEEE Transactions on Industrial Electronics"

DOI: 10.1109/tie.2018.2833021

Abstract: Indoor localization based on received signal strength (RSS) will result in a decreased precision after the environment changes. In this paper, we develop an adaptive wireless indoor localization system (ILS) for dynamic environments. The system… read more here.

Keywords: signal model; model fingerprinting; indoor localization; adaptive signal ... See more keywords