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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Bin Wen

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Open access Aug 2026

BFLP: blockchain-based federated learning protocol with verifiable contribution proof

Cross-institutional federated learning suffers from centralized trust fragility, poisoning attacks, and the lack of verifiable contribution-based incentives. This paper proposes BFLP, a blockchain-based federated learning protocol integrating zero-knowledge proofs (ZKPs) into a layered, contract-driven architecture. It...

Xi Li, Yi-Bei Wang, Bin Wen · 0 citations

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