PropGuard is a propagation-aware framework for LLM-MAS that constructs dual-view spatio-temporal graphs, employs a GE-GRPO inspector to recover suspicious subgraphs, and applies source-guided remediation to lower attack success while preserving task performance.
Sentinelnet: Safeguarding multi-agent collaboration through credit-based dynamic threat detection
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
UNVERDICTED 2representative citing papers
A mutagenic incentive mechanism reshapes payoffs in embodied MAS to induce strategic defection from collusion, achieving performance comparable to non-collusion baselines in simulations and real-world tests.
citing papers explorer
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PropGuard: Safeguarding LLM-MAS via Propagation-Aware Exploration and Remediation
PropGuard is a propagation-aware framework for LLM-MAS that constructs dual-view spatio-temporal graphs, employs a GE-GRPO inspector to recover suspicious subgraphs, and applies source-guided remediation to lower attack success while preserving task performance.
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Breaking the Secret: Economic Interventions for Combating Collusion in Embodied Multi-Agent Systems
A mutagenic incentive mechanism reshapes payoffs in embodied MAS to induce strategic defection from collusion, achieving performance comparable to non-collusion baselines in simulations and real-world tests.