pages/claim-1-chain-topology-under-netsafe/page.md

Claim 1: Chain Topology under NetSafe

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We verified Claim 1 from the paper's main results (Table 1). On the chain topology under the NetSafe threat scenario:

• Vanilla-7B baseline: Attack Success Rate (ASR) is 21.78% and Contagion Rate (CR) is 40.35%.
• AdvEvo-MARL-7B: Attack Success Rate (ASR) is reduced to 0.99% (a relative reduction of over 95%) and Contagion Rate (CR) is reduced to 19.14%.

This verifies that the co-evolutionary adversarial reinforcement learning process successfully internalizes safety into defender agents sequentially connected in a chain topology.