Fuzzing Zero-Knowledge Proof Circuits Ensures Implementation Security and Reliability
        
        
        
        
          
        
        
      
        
    
        
        Introducing fuzzing to ZKP circuits solves the oracle problem for soundness, establishing a scalable, practical security layer for verifiable computation.
        
        LLM-Driven Property Generation Automates Smart Contract Formal Verification and Auditing
        
        
        
        
          
        
        
      
        
    
        
        PropertyGPT uses retrieval-augmented LLMs and iterative refinement to automatically generate formal verification properties, fundamentally mitigating the critical human-expertise bottleneck in smart contract security.
        
        LLMs Automate Property Generation, Resolving the Smart Contract Verification Bottleneck
        
        
        
        
          
        
        
      
        
    
        
        A retrieval-augmented LLM framework automatically generates formal properties, drastically improving the scalability and security assurance of smart contracts.
        
        Formal Verification Secures Zero-Knowledge Proof Circuits from Exploitable Flaws
        
        
        
        
          
        
        
      
        
    
        
        Novel static analysis and verification tools precisely identify and prevent critical vulnerabilities within zero-knowledge proof circuits, fortifying decentralized systems.
        
        LLMs Automate Smart Contract Formal Verification Property Generation
        
        
        
        
          
        
        
      
        
    
        
        A novel system leverages large language models and retrieval-augmented generation to automate smart contract property creation, enhancing security and accessibility.