A blockchain-free peer-to-peer swarm learning framework shows modest accuracy on a three-class histopathology task, but missing details and weak baselines undermine the claim of parity with centralized models.
IEEE Consumer Electronics Magazine (January 2025)
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Simplified Swarm Learning Framework for Robust and Scalable Diagnostic Services in Cancer Histopathology
A blockchain-free peer-to-peer swarm learning framework shows modest accuracy on a three-class histopathology task, but missing details and weak baselines undermine the claim of parity with centralized models.