Ningran Li
Biographic Data
| ID | 10055759 |
|---|---|
| NAME | Ningran Li |
| GIVEN NAMES | Ningran |
| FAMILY NAME | Li |
| SIGNATURE | LI N |
| AFFILIATIONS | Monash University |
| ORCID | 0009-0005-8621-3617 |
| VERIFIED | Yes |
| TOTAL WORKS | 1 |
| TOTAL CITATIONS | 0 |
| WORKS AS AUTHOR | 1 |
| WORKS AS EDITOR | 0 |
| FIRST PUBLICATION YEAR | 2026 |
| LATEST PUBLICATION YEAR | 2026 |
| H-INDEX | 0 |
The Trust Paradox in LLM-Based Multi-Agent Systems
Multi-agent systems powered by large language models (LLMs) are advancing rapidly, yet the security implications of trust-mediated collaboration remain insufficiently understood. We introduce and empirically validate thetrust–vulnerability paradox (TVP): increasing inter-agent trust to improve coordination can simultaneously amplify risks of over-exposure and authorization drift (AD). To study this phenomenon under controlled and reproducible con…
No prominent works on this page.
The Trust Paradox in LLM-Based Multi-Agent Systems
Multi-agent systems powered by large language models (LLMs) are advancing rapidly, yet the security implications of trust-mediated collaboration remain insufficiently understood. We introduce and empirically validate thetrust–vulnerability paradox (TVP): increasing inter-agent trust to improve coordination can simultaneously amplify risks of over-exposure and authorization drift (AD). To study this phenomenon under controlled and reproducible con…
Access Control and Trust (1 work) · Authorization (1 work) · Explainable Artificial Intelligence (XAI (1 work) · Information security (1 work) · Security and Verification in Computing (1 work) · Security policy (1 work)