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Route to Rome Attack: Directing LLM Routers to Expensive Models via Adversarial Suffix Optimization

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学术前沿 7.0 分 — Novel attack on cost-aware LLM routing systems, important as routing becomes more widespread
原文: cs.LG updates on arXiv.org

评分 7 · 来源:cs.LG updates on arXiv.org · 发布于 2026-04-17

评分依据:Novel attack on cost-aware LLM routing systems, important as routing becomes more widespread

arXiv:2604.15022v1 Announce Type: cross Abstract: Cost-aware routing dynamically dispatches user queries to models of varying capability to balance performance and inference cost. However, the routing strategy introduces a new security concern that adversaries may manipulate the router to consistently select expensive high-capability models. Existing routing attacks depend on either white-box access or heuristic prompts, rendering them ineffective in real-world black-box scenarios.