Securing Multi-Agent Systems Against Corruptions via Node Contribution Backpropagation 事件

Securing Multi-Agent Systems Against Corruptions via Node Contribution Backpropagation arXiv:2510.19420v2 Announce Type: replace-cross Abstract: Multi-Agent Systems (MAS) have become a prevalent paradigm for Large Language Model (LLM) applications. However, the complex multi-agent design in MAS introduces unique trustworthiness concerns: adversarial agents can inject misleading information that propagates contagiously through the system, corrupting benign agents and leading to false outputs. Ex