Zero-Knowledge Proof of Training Secures Decentralized Federated Learning
        
        
        
        
          
        
        
      
        
    
        
        This research introduces Zero-Knowledge Proof of Training, a zk-SNARK-based consensus mechanism that validates machine learning contributions without compromising participant data privacy, enabling secure, scalable decentralized AI.
        
        Lightweight Asynchronous Secret Sharing Achieves Optimal Resilience and Efficiency
        
        
        
        
          
        
        
      
        
    
        
        New protocols for Asynchronous Verifiable Secret Sharing (AVSS) leverage lightweight primitives to achieve optimal resilience and amortized linear communication, fundamentally accelerating BFT consensus.
        
        Zero-Knowledge Proof of Training Secures Private Decentralized AI Consensus
        
        
        
        
          
        
        
      
        
    
        
        A new ZKPoT consensus leverages zk-SNARKs to verify model training integrity without revealing private data, solving the privacy-efficiency dilemma.
        
        Algebraic Verifiable Delay Functions Vulnerable to Parallel Computation
        
        
        
        
          
        
        
      
        
    
        
        Cryptanalysis reveals fundamental flaws in algebraic Verifiable Delay Functions, demonstrating parallel computation can bypass intended sequential delays, necessitating new secure designs.
        
        Affine One-Wayness Secures Post-Quantum Temporal Verification through Polynomial Iteration
        
        
        
        
          
        
        
      
        
    
        
        Affine One-Wayness introduces a post-quantum primitive for verifiable temporal ordering, securing distributed systems against advanced threats.
        
        Affine One-Wayness: Post-Quantum Temporal Verification for Distributed Systems
        
        
        
        
          
        
        
      
        
    
        
        Affine One-Wayness (AOW) is a novel post-quantum cryptographic primitive, securing verifiable temporal ordering in distributed systems without trusted clocks.
