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  • Bringing Full-Stack Infrastructure to Zero Knowledge Networks
    Bringing Full-Stack Infrastructure to Zero Knowledge Networks By Dan Kazenoff, Principal Product Engineer Overview As far as Web3 networks go, it’s been a zero knowledge (“ZK”) year
  • Layer-2 Scaling: zk-Rollups and Optimistic Rollups | Gemini
    Blockchain Layer-2 scaling solutions like Zero-Knowledge Rollups (zk-Rollups) and Optimistic Rollups (ORs) have been gaining traction in the crypto ecosystem
  • zkFL: Zero-Knowledge Proof-based Gradient Aggregation for Federated . . .
    In this work, we introduce zkFL, which leverages zero-knowledge proofs to tackle the issue of a malicious aggregator during the training model aggregation process To guarantee the correct aggregation results, the aggregator provides a proof per round, demonstrating to the clients that the aggregator executes the intended behavior faithfully
  • zkFL: Zero-Knowledge Proof-based Gradient Aggregation for Federated . . .
    Federated Learning (FL) is a machine learning paradigm, which enables multiple and decentralized clients to collaboratively train a model under the orchestration of a central aggregator Traditional FL solutions rely on the trust assumption of the centralized aggregator, which forms cohorts of clients in a fair and honest manner However, a malicious aggregator, in reality, could abandon and
  • Zero Knowledge Proofs: Empowering the Future of Data Privacy and . . .
    In this post, we will delve into the fundamental concepts of Zero Knowledge Proofs (ZKPs), their versatile use cases, and explore various…
  • Secure and Verifiable Data Collaboration with Low-Cost Zero-Knowledge . . .
    Recent works utilize secure aggregation with zero-knowledge proofs (ZKP) to guarantee input privacy and integrity in FL Nevertheless, they sufer from extremely low eficiency and, thus, are impractical for real deploy-ment
  • Blockchain-based Federated Learning Utilizing Zero-Knowledge Proofs for . . .
    Federated learning is a distributed learning technique that enables parties to train a model collaboratively without disclosing their local data To this end, a centralized aggregator collects local models from participating parties and aggregates them to form a global model However, if parties are malicious, this approach is susceptible to security threats such as model poisoning and global
  • Zircuit Review 2026: The AI-Powered zkEVM Rollup Redefining L2 Security
    Zero-knowledge rollups (zk-rollups), which use cryptographic validity proofs for instant finality While zk-rollups are widely considered the more advanced scaling solution, they come with technical and computational challenges that make widespread adoption more complex Zircuit takes a different approach
  • zkLink’s 2024 Technical Roadmap Announcement - Medium
    The future is zkLinked About zkLink zkLink develops zero-knowledge blockchain solutions for the Ethereum ecosystem Its flagship zero-knowledge aggregator platform, Nexus, is designed to bridge the gap among different zk-Rollup Layer-2 ecosystems to reduce liquidity fragmentation while providing security and scalability via zk-Proofs
  • zkRollups-as-a-service: Simplifying launch of zkRollups - Zeeve
    Zkrollups or zero-knowledge rollup is a scaling solution for Layer-1 that is getting widespread adoption due to its ability to generate zero knowledge-based cryptographic proofs, eliminating the need for a separate validator set Along with Zk-rollups, zkrollups-as-a-service is also gaining popularity as it provides a managed solution for seamless, low-code, and few-clicks deployment of Zk
  • Cross-Blockchain Communication Using Oracles With an Off-Chain . . .
    Therefore, we propose an oracle with an off-chain aggregation mechanism based on Zero-Knowledge Succinct Non-interactive Arguments of Knowledge (zk-SNARKs) to facilitate cross-blockchain communication The oracle queries data from another blockchain and applies a rollup-like mechanism to move state and computation off-chain
  • [2310. 02554] zkFL: Zero-Knowledge Proof-based Gradient . . . - ar5iv
    The aggregator generates the aggregated model update w and leverages zero-knowledge proofs (ZKPs) to generate a proof π, and the clients will verify the proof to ensure that the training model updates are correctly aggregated zkFL guarantees the integrity of the data computed by the aggregator, and enhances security and trust in the
  • Unlocking Seamless Blockchain Connectivity: The Magic of Zero-Knowledge . . .
    Introduction: Blockchain technology has revolutionized the way we perceive and interact with digital assets, but one lingering challenge remains — interoperability As we witness the rise of various blockchains, each with its unique features and capabilities, the need for a seamless connection between these networks becomes increasingly apparent Enter Zero-Knowledge Proofs (ZK), a
  • Navigating the Zero Knowledge Landscape - Gate. io
    Zero-knowledge (ZK) has emerged as a pivotal technology in the realm of blockchain scaling by powering ZK rollups However, what often goes under the radar is the enormous potential that ZK holds in application-layer solutions Within these realms, ZK can safeguard data privacy and also ensure the authenticity of off-chain data Zk achieves these guarantees by generating proofs that can be





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