Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2609.19502.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Paper proposing Cairn, a community reputation platform that lets agents share trust signals about data sources, services, and tools. Uses a time-decayed Beta model with confidence shrinkage; evaluated under adversarial simulation and in a production case study rating heterogeneous agents.

Proposes concrete infrastructure for cross-agent trust in multi-agent systems, addressing a real gap as agents increasingly rely on shared external resources. Adversarial evaluation adds rigor.

Cited by

No citations on record.