Veritas-RPM: Provenance-Guided Multi-Agent False Positive Suppression for Remote Patient Monitoring
Fuente:
arXiv
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| Autori principali: | , , |
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| Natura: | Preprint |
| Pubblicazione: |
2026
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| _version_ | 1866910139636776960 |
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| author | Misro, Aswini Sharma, Vikash Gowda, Shreyank N |
| author_facet | Misro, Aswini Sharma, Vikash Gowda, Shreyank N |
| contents | We present Veritas-RPM, a provenance-guided multi-agent architecture comprising five processing layers: VeritasAgent (ground-truth assembly), SentinelLayer (anomaly detection), DirectorAgent (specialist routing), six domain Specialist Agents, and MetaSentinelAgent (conflict resolution and final decision). We construct a 98-case synthetic taxonomy of false-positive scenarios derived from documented RPM patterns. Synthetic patient epochs (n = 530) were generated directly from taxonomy parameters and processed through the pipeline. Ground-truth labels are known for all cases. Performance is reported as True Suppression Rate (TSR), False Escalation Rate (FER), and Indeterminate Rate (INDR). |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2604_16081 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | Veritas-RPM: Provenance-Guided Multi-Agent False Positive Suppression for Remote Patient Monitoring Misro, Aswini Sharma, Vikash Gowda, Shreyank N Multiagent Systems We present Veritas-RPM, a provenance-guided multi-agent architecture comprising five processing layers: VeritasAgent (ground-truth assembly), SentinelLayer (anomaly detection), DirectorAgent (specialist routing), six domain Specialist Agents, and MetaSentinelAgent (conflict resolution and final decision). We construct a 98-case synthetic taxonomy of false-positive scenarios derived from documented RPM patterns. Synthetic patient epochs (n = 530) were generated directly from taxonomy parameters and processed through the pipeline. Ground-truth labels are known for all cases. Performance is reported as True Suppression Rate (TSR), False Escalation Rate (FER), and Indeterminate Rate (INDR). |
| title | Veritas-RPM: Provenance-Guided Multi-Agent False Positive Suppression for Remote Patient Monitoring |
| topic | Multiagent Systems |
| url | https://arxiv.org/abs/2604.16081 |