Privacy-Preserving Topology-Guided Safety for LLM-Based Multi-Agent Systems via Federated Graph Learning arxiv.org
The risky part is the graph, not the prompts: FGLGuard learns detectors locally and shares only updates.
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01 02 The annoying part isn't output hashes, it's proving who could delegate, so this paper adds ancestry proofs to signed results.