VISTA adaptively tunes consistency thresholds in decentralized SGD so that the system converges asymptotically like standard SGD even when adversaries dominate the worker pool.
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StakeDag introduces a stake-weighted consensus protocol S_φ for leaderless asynchronous DAGs to achieve pBFT by treating stake as validating weights in a system separating users and validators.
citing papers explorer
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\mathsf{VISTA}: Decentralized Machine Learning in Adversary Dominated Environments
VISTA adaptively tunes consistency thresholds in decentralized SGD so that the system converges asymptotically like standard SGD even when adversaries dominate the worker pool.
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StakeDag: Stake-based Consensus For Scalable Trustless Systems
StakeDag introduces a stake-weighted consensus protocol S_φ for leaderless asynchronous DAGs to achieve pBFT by treating stake as validating weights in a system separating users and validators.