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2025 · Preprint

A Sustainable and Reward Incentivized High-Performance Cluster Computing for Artificial Intelligence: A Novel Bayesian-Time-Decay Trust Mechanism in Blockchain

Yaşlıoğlu, M. M.

arXiv, vol.2025, pp.1-20

How do you trust nodes in distributed AI computation?

The obstacle to opening high-performance computing to a distributed pool is not capacity but trust: how do you know a node did the work? This preprint proposes a reward-incentivised, sustainable cluster computing design built on a Bayesian time-decay trust mechanism.

In distributed computing the scarce resource is not compute but verifiable trust.

BlockchainHPCAIBayesian TrustCluster Computing

How to cite

Yaşlıoğlu, M. M. (2025). A Sustainable and Reward Incentivized High-Performance Cluster Computing for Artificial Intelligence: A Novel Bayesian-Time-Decay Trust Mechanism in Blockchain. arXiv, vol.2025, pp.1-20.

@misc{yaslioglu2025sustainable,
  author    = {Yaşlıoğlu, M. M.},
  title     = {A Sustainable and Reward Incentivized High-Performance Cluster Computing for Artificial Intelligence: A Novel Bayesian-Time-Decay Trust Mechanism in Blockchain},
  year      = {2025},
  journal   = {arXiv, vol.2025, pp.1-20}
}

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