AI × CryptoBullisharXiv – CS AI · 6h ago7/10
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Knowledge-Free Correlated Agreement for Incentivizing Federated Learning
Researchers introduce Knowledge-Free Correlated Agreement (KFCA), a novel mechanism for incentivizing federated learning that rewards client contributions without requiring ground truth labels or public test sets. The approach addresses security vulnerabilities in existing correlated agreement systems and demonstrates practical viability through real-world applications in LLM adapter tuning and industrial inspection tasks.