cs.AI updates on arXiv.org 11月03日 13:19
TraceRank:构建加密货币支付服务信誉评估系统
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本文介绍了一种名为TraceRank的信誉加权排名算法,通过交易数据评估加密货币支付服务的信誉,并结合语义搜索响应自然语言查询,旨在构建避免基础设施偏见且性能优于传统方法的搜索系统。

arXiv:2510.27554v1 Announce Type: cross Abstract: x402 enables Hypertext Transfer Protocol (HTTP) services like application programming interfaces (APIs), data feeds, and inference providers to accept cryptocurrency payments for access. As agents increasingly consume these services, discovery becomes critical: which swap interface should an agent trust? Which data provider is the most reliable? We introduce TraceRank, a reputation-weighted ranking algorithm where payment transactions serve as endorsements. TraceRank seeds addresses with precomputed reputation metrics and propagates reputation through payment flows weighted by transaction value and temporal recency. Applied to x402's payment graph, this surfaces services preferred by high-reputation users rather than those with high transaction volume. Our system combines TraceRank with semantic search to respond to natural language queries with high quality results. We argue that reputation propagation resists Sybil attacks by making spam services with many low-reputation payers rank below legitimate services with few high-reputation payers. Ultimately, we aim to construct a search method for x402 enabled services that avoids infrastructure bias and has better performance than purely volume based or semantic methods.

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TraceRank 加密货币支付 信誉评估 语义搜索 Sybil攻击
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