Robust and privacy-preserving collaborative training: a comprehensive survey
Sign Up to like & getrecommendations! Published in 2024 at "Artificial Intelligence Review"
DOI: 10.1007/s10462-024-10797-0
Abstract: Increasing numbers of artificial intelligence systems are employing collaborative machine learning techniques, such as federated learning, to build a shared powerful deep model among participants, while keeping their training data locally. However, concerns about integrity… read more here.
Keywords: survey; learning systems; privacy; collaborative learning ... See more keywords
KDBiDet: A Bi-Branch Collaborative Training Algorithm Based on Knowledge Distillation for Photovoltaic Hot-Spot Detection Systems
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Instrumentation and Measurement"
DOI: 10.1109/tim.2023.3335509
Abstract: Photovoltaic (PV) power generation technology is an effective approach for alleviating the current energy crisis. However, PV modules are prone to hot-spot faults and shorter service lives because of harsh long-term operating conditions. Therefore, in… read more here.
Keywords: detection; hot spot; knowledge distillation; collaborative training ... See more keywords
Improving Image Inpainting via Adversarial Collaborative Training
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Multimedia"
DOI: 10.1109/tmm.2024.3521800
Abstract: Image inpainting aims to restore visually realistic contents from a corrupted image, while inpainting forensic methods focus on locating the inpainted regions to fight against inpainting manipulations. Motivated by these two mutually interdependent tasks, in… read more here.
Keywords: image inpainting; image; adversarial collaborative; collaborative training ... See more keywords
MotiLearn: Contract-Based Incentive Mechanism for Heterogeneous Edge Collaborative Training
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Network Science and Engineering"
DOI: 10.1109/tnse.2022.3173148
Abstract: Due to the computation capacity improvement of edge devices and the popularization of artificial intelligence, there has been a dramatic increase in topic of edge intelligence. In order to motivate edge users to participate in… read more here.
Keywords: information; edge; collaborative training; incentive mechanism ... See more keywords
Application Technology on Collaborative Training of Interactive Learning Activities and Tendency Preference Diversion
Sign Up to like & getrecommendations! Published in 2022 at "SAGE Open"
DOI: 10.1177/21582440221093368
Abstract: Mining problems and exploring rules are the key problems in the learning process, and also the difficulties in education big data. Therefore, taking learning behavior as the research objective, this study demonstrates the collaborative training… read more here.
Keywords: tendency preference; preference diversion; collaborative training;
Collaborative training of regulators as an approach for strengthening regulatory systems in LMICs: experiences of the WHO and Swissmedic
Sign Up to like & getrecommendations! Published in 2023 at "Frontiers in Medicine"
DOI: 10.3389/fmed.2023.1173291
Abstract: Introduction Training opportunities for health product regulators are among the critical aspects in the strengthening of regulatory systems across the world. The need for training is reasonably higher among the National Regulatory Agencies (NRAs) in… read more here.
Keywords: regulatory systems; swissmedic collaborative; training; training regulators ... See more keywords
A Blockchain-Based Fairness Guarantee Approach for Privacy-Preserving Collaborative Training in Computing Force Network
Sign Up to like & getrecommendations! Published in 2024 at "Mathematics"
DOI: 10.3390/math12050718
Abstract: The advent of the big data era has brought unprecedented data demands. The integration of computing resources with network resources in the computing force network enables the possibility of distributed collaborative training. However, unencrypted collaborative… read more here.
Keywords: training; computing force; collaborative training; force network ... See more keywords