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  • Proof-of-Learning: a Blockchain Consensus Mechanism based on Machine . . .
    Abstract—This article presents WekaCoin, a peer-to-peer cryptocurrency based on a new distributed consensus protocol called Proof-of-Learning Proof-of-learning achieves distributed consensus by ranking machine learning systems for a given task The aim of this protocol is to alleviate the computational waste involved in hashing-based puzzles and to create a public distributed and verifiable
  • Blockchain-based Federated Learning Utilizing Zero . . . - IEEE Xplore
    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
  • Proof-of-Learning: A Blockchain Consensus Mechanism . . . - ResearchGate
    This article presents WekaCoin, a peer-to-peer cryptocurrency based on a new distributed consensus protocol called Proof-of-Learning Proof-of-learning achieves distributed consensus by ranking
  • Long-Term Proof-of-Contribution: An Incentivized Consensus Algorithm . . .
    Long-Term Proof-of-Contribution: An Incentivized Consensus Algorithm for Blockchain-Enabled Federated Learning Abstract: The surge in data collected by local devices has given rise to a distributed machine learning architecture named Federated Learning (FL) for privacy-preserving model training
  • Binance: The World’s Most Trusted Cryptocurrency Exchange to Buy, Trade . . .
    Binance cryptocurrency exchange - We operate the worlds biggest bitcoin exchange and altcoin crypto exchange in the world by volume
  • 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 aggre- gator provides a proof per round, demonstrating to the clients that the aggregator executes the intended behavior faithfully
  • NEBRA launches its zero-knowledge proof aggregator on Ethereum
    Zero-knowledge proofs platform NEBRA has launched its Universal Proof Aggregation solution, bringing the benefits of ZKP verification to the crypto industry NEBRA UPA, which went live on Ethereum eth2 75% Ethereum, is a protocol that combines zero-knowledge proofs into a single proof to offer cost-effective on-chain verification The UPA protocol is designed to boost scaling and privacy
  • SoK: Secure Aggregation Based on Cryptographic Schemes for Federated . . .
    Re-cently, federated learning emerged as a new collaborative machine learning technology to train machine learning models In this work, we study the suitability of secure aggregation based on crypto-graphic schemes to federated learning
  • What Are Crypto Data Aggregators and How Do They Work?
    Crypto Data Aggregators Explained A crypto data aggregator is any platform that allows you to index and aggregate blockchain data from multiple Web3 ecosystems
  • Zero-Knowledge Proof-based Practical Federated Learning on Blockchain
    In this article, we first propose a Zero-Knowledge Proof-based Federated Learning (ZKP-FL) scheme on blockchain It leverages zero-knowledge proof for both the computation of local data and the aggregation of local model parameters, aiming to verify the computation process without requiring the plaintext of the local data
  • Top 15 Cryptocurrency Data Aggregators that Everyone Should Use
    How do cryptocurrency data aggregators work? Crypto data aggregators use an API (Application Programming Interface) to obtain prices and other market information from different exchanges They then presented this data in a single, consolidated format so users could easily access it Aggregators also provide features like charting tools, portfolio tracking, news feeds, and alerts
  • Proof of Training (PoT): Harnessing Crypto Mining Power for Distributed . . .
    Crypto mining is a rapidly changing industry In 2022, Ethereum transitioned from the energy-intensive Proof of Work (PoW) consensus mechanism to an alternative called Proof of Stake (PoS), in response to growing environmental and energy concerns Consequently, this change led to a substantial reduction in power demand, ranging from 99 84% to 99 9996% [14] Ethereum’s reduction in energy
  • Blockchain Consensus Scheme Based on the Proof of Distributed Deep . . .
    With the development of artificial intelligence and blockchain technology, the training of deep learning models needs large computing resources Meanwhile, the Proof of Work (PoW) consensus mechanism in blockchain systems often leads to the wastage of computing resources This article combines distributed deep learning (DDL) with blockchain technology and proposes a blockchain consensus scheme
  • [2404. 09005] Proof-of-Learning with Incentive Security - arXiv. org
    Most concurrent blockchain systems rely heavily on the Proof-of-Work (PoW) or Proof-of-Stake (PoS) mechanisms for decentralized consensus and security assurance However, the substantial energy expenditure stemming from computationally intensive yet meaningless tasks has raised considerable concerns surrounding traditional PoW approaches, The PoS mechanism, while free of energy consumption, is





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