cs.AI updates on arXiv.org 07月08日
Bittensor Protocol: The Bitcoin in Decentralized Artificial Intelligence? A Critical and Empirical Analysis
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本文通过对比Bittensor的代币经济学、去中心化属性、共识机制和激励机制与比特币的相似之处,分析了Bittensor在去中心化人工智能领域的潜力。研究发现,Bittensor存在权益和奖励集中、质量与补偿不匹配等问题,并提出相应的改进措施。

arXiv:2507.02951v1 Announce Type: cross Abstract: This paper investigates whether Bittensor can be considered the Bitcoin of decentralized Artificial Intelligence by directly comparing its tokenomics, decentralization properties, consensus mechanism, and incentive structure against those of Bitcoin. Leveraging on-chain data from all 64 active Bittensor subnets, we first document considerable concentration in both stake and rewards. We further show that rewards are overwhelmingly driven by stake, highlighting a clear misalignment between quality and compensation. As a remedy, we put forward a series of two-pronged protocol-level interventions. For incentive realignment, our proposed solutions include performance-weighted emission split, composite scoring, and a trust-bonus multiplier. As for mitigating security vulnerability due to stake concentration, we propose and empirically validate stake cap at the 88th percentile, which elevates the median coalition size required for a 51-percent attack and remains robust across daily, weekly, and monthly snapshots.

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Bittensor 代币经济学 去中心化 共识机制
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