Incentive mechanism of foundation model enabled cross-silo federated learning
Abstract The integration of foundation models (FMs) into cross-silo federated learning (FL) introduces transformative capabilities but also exacerbates strategic client behaviors, such as knowledge hoarding and free-riding, which degrade global model performance and system sustainability. Existing i...
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| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Nature Portfolio
2025-07-01
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| Series: | Scientific Reports |
| Subjects: | |
| Online Access: | https://doi.org/10.1038/s41598-025-10195-8 |
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