ZKLoRA: Private Verification of AI Model Adaptation with Zero-Knowledge Proofs
        
        
        
        
          
        
        
      
        
    
        
        ZKLoRA leverages succinct zero-knowledge proofs and novel multi-party inference to privately verify AI model adaptations, fostering secure, decentralized AI collaboration.
        
        Zero-Knowledge Mechanisms: Private Commitment and Verifiable Execution without Mediators
        
        
        
        
          
        
        
      
        
    
        
        This research introduces a cryptographic framework enabling mechanism designers to commit to and run hidden mechanisms, leveraging zero-knowledge proofs to ensure verifiable properties and outcomes without disclosing proprietary information or relying on trusted intermediaries.
        
        Psy Protocol Testnet Unlocks Internet-Scale Throughput with Bitcoin-Level Security
        
        
        
        
          
        
        
      
        
    
        
        Psy Protocol's testnet leverages client-side zero-knowledge proofs and Proof-of-Useful-Work to deliver million-TPS capacity, enabling Web2-scale decentralized applications.
        
        Zero-Knowledge Proofs: Advancing Digital Privacy and Verifiable Computation
        
        
        
        
          
        
        
      
        
    
        
        Zero-knowledge proofs fundamentally enable verifiable computation without revealing underlying data, unlocking unprecedented privacy and scalability across digital systems.
        
        ZKPoT: Private, Efficient Consensus for Federated Blockchain Learning
        
        
        
        
          
        
        
      
        
    
        
        A novel Zero-Knowledge Proof of Training consensus mechanism secures federated learning, validating model contributions privately and efficiently on blockchains.
        
        Private Mechanism Design with Zero-Knowledge Proofs Eliminates Trusted Mediators
        
        
        
        
          
        
        
      
        
    
        
        This research introduces a novel framework for mechanism design, enabling private, verifiable execution of protocols without trusted third parties through advanced zero-knowledge proofs.
        
        Ligetron: Scalable, Post-Quantum, Memory-Efficient Zero-Knowledge Proofs for Web Applications
        
        
        
        
          
        
        
      
        
    
        
        This research introduces Ligetron, a novel zero-knowledge proof system that leverages WebAssembly semantics to achieve sublinear memory usage and post-quantum security, enabling scalable verifiable computation on commodity hardware and browsers.
        
        Quantum Zero-Knowledge Resists Superposition Attacks with Learning Errors
        
        
        
        
          
        
        
      
        
    
        
        Researchers introduce novel zero-knowledge protocols, secured by Learning With Errors, to withstand quantum superposition attacks, ensuring privacy in a post-quantum cryptographic landscape.
        
        Lighter Launches ZK-Powered Perpetual DEX on Ethereum Layer 2
        
        
        
        
          
        
        
      
        
    
        
        Lighter's mainnet launch of its ZK-powered perpetual DEX on Ethereum L2 significantly advances capital-efficient, low-latency derivatives trading, expanding the addressable market for decentralized finance.
        
        EdDSA Chains Achieve Quantum Safety with Zero-Knowledge Proofs
        
        
        
        
          
        
        
      
        
    
        
        A novel zero-knowledge proof system enables quantum-safe upgrades for EdDSA blockchains, securing dormant assets without disruptive wallet changes.
        
        Inner-Product Arguments over Integers for Succinct Zero-Knowledge Proofs
        
        
        
        
          
        
        
      
        
    
        
        This research extends inner-product arguments to integers, enabling succinct, batchable zero-knowledge proofs for arithmetic circuits and range proofs.
        
        Binary GKR: Accelerating Zero-Knowledge Proofs for Keccak Hashing
        
        
        
        
          
        
        
      
        
    
        
        Polyhedra's Binary GKR dramatically speeds Keccak hash function proving, enabling efficient zero-knowledge computation for scalable blockchain architectures.
        
        EdDSA Chains Achieve Quantum-Safe Migration via Zero-Knowledge Proofs
        
        
        
        
          
        
        
      
        
    
        
        A novel cryptographic mechanism leverages EdDSA's key derivation to enable seamless, address-preserving transitions to quantum-resistant signatures, safeguarding blockchain assets from future quantum attacks.
        
        PoRv2 Revolutionizes Exchange Solvency Verification with Fast, Private Zero-Knowledge Proofs
        
        
        
        
          
        
        
      
        
    
        
        PoRv2 merges recursive zero-knowledge proofs and Merkle trees to enable transparent, privacy-preserving crypto exchange solvency verification, fostering unprecedented user trust.
        
        Systematic Survey Elevates Zero-Knowledge Proof Framework Understanding and Adoption
        
        
        
        
          
        
        
      
        
    
        
        This research systematically evaluates 25 Zero-Knowledge Proof frameworks, offering a crucial comparative analysis that demystifies ZKPs and accelerates their practical integration across decentralized systems.
        
        Sublinear-Space Zero-Knowledge Proofs Enable Ubiquitous Verifiable Computation
        
        
        
        
          
        
        
      
        
    
        
        A novel equivalence reframes ZKP generation as tree evaluation, yielding the first sublinear-space prover, unlocking on-device verifiable computation for resource-constrained systems.
        
        PIPFRI: Accelerating Zero-Knowledge Proofs with Novel Polynomial Commitments
        
        
        
        
          
        
        
      
        
    
        
        A new FRI-based polynomial commitment scheme, PIPFRI, dramatically enhances ZKP prover efficiency, enabling practical, scalable blockchain applications.
        
        ZKPoT Secures Federated Learning, Ensuring Privacy and Efficiency in Decentralized Systems
        
        
        
        
          
        
        
      
        
    
        
        A novel Zero-Knowledge Proof of Training (ZKPoT) consensus validates model performance privately, enabling scalable, secure federated learning.
        
        Regulatable Privacy-Preserving Smart Contracts Balance Confidentiality and Oversight
        
        
        
        
          
        
        
      
        
    
        
        A novel framework enables selective data disclosure and regulatory traceability in account-based smart contracts, advancing privacy for decentralized applications.
        
        ECDSA-based Anonymous Credentials Enhance Digital Identity Privacy and Efficiency
        
        
        
        
          
        
        
      
        
    
        
        New ECDSA-based anonymous credentials offer unprecedented efficiency for privacy-preserving digital identity, bypassing costly infrastructure changes for broad adoption.
        
        GRVT Secures $19 Million to Launch Private ZK-Powered Perpetual DEX
        
        
        
        
          
        
        
      
        
    
        
        GRVT's ZK-powered perpetual exchange redefines institutional DeFi engagement, mitigating "position hunting" risks through on-chain privacy.
        
        Post-Quantum SNARKs Secure Blockchain State Verification
        
        
        
        
          
        
        
      
        
    
        
        A novel zero-knowledge argument construction achieves post-quantum security for blockchain state verification, safeguarding decentralized systems against future quantum threats.
        
        Scorpius: A Sound and Efficient Post-Quantum Zero-Knowledge Argument System
        
        
        
        
          
        
        
      
        
    
        
        This research rectifies critical soundness flaws in post-quantum zero-knowledge arguments, introducing Scorpius for robust, efficient verifiable computation.
        
        Zero-Knowledge Mechanisms Enable Private, Verifiable Economic Commitments without Mediators
        
        
        
        
          
        
        
      
        
    
        
        This work introduces zero-knowledge proofs to mechanism design, allowing verifiable, private economic interactions without revealing underlying rules or needing trusted intermediaries.
        
        Zero-Knowledge Mechanisms: Private Commitment in Mechanism Design
        
        
        
        
          
        
        
      
        
    
        
        This research introduces a framework for private mechanism design, allowing verifiable commitment to rules without revealing sensitive details, thereby enhancing trust and efficiency in decentralized systems.
        
        Zero-Knowledge Proofs Enable Verifiable Mechanisms without Disclosure or Mediators
        
        
        
        
          
        
        
      
        
    
        
        This framework uses zero-knowledge proofs to execute verifiable, private mechanisms, enabling trustless economic interactions without revealing sensitive design.
        
        Scalable Zero-Knowledge Proofs Enhance Blockchain Hashing Verification
        
        
        
        
          
        
        
      
        
    
        
        This research introduces a novel methodology leveraging Plonky2 to achieve efficient, scalable zero-knowledge proofs for cryptographic hashing, critical for blockchain integrity.
        
        Quantum-Resistant STARKs Secure Scalable, Private Blockchain Architecture
        
        
        
        
          
        
        
      
        
    
        
        This research introduces a Layer-1 blockchain integrating quantum-resistant cryptography with recursive zero-knowledge STARKs, enabling secure, scalable, and private decentralized systems.
        
        Sublinear Zero-Knowledge Proofs Revolutionize On-Device Verifiable Computation
        
        
        
        
          
        
        
      
        
    
        
        This breakthrough redefines zero-knowledge proof generation, enabling efficient on-device computation by dramatically reducing prover memory requirements.