Zero-Knowledge Proof of Training Secures Federated Learning Consensus
        
        
        
        
          
        
        
      
        
    
        
        A new ZKPoT mechanism uses zk-SNARKs to validate machine learning model contributions privately, resolving the efficiency and privacy conflict in blockchain-secured AI.
        
        Zero-Knowledge Proof of Training Secures Private Federated Consensus
        
        
        
        
          
        
        
      
        
    
        
        Research introduces ZKPoT, a zero-knowledge proof system validating federated learning model performance for consensus, eliminating privacy leaks and centralization risk.
