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Repro: AdvEvo-MARL: Shaping Internalized Safety through Adversarial Co-Evolution in Multi-Agent Reinforcement Learning

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Claim 1: Chain Topology under NetSafe
Claim 2: Multi-scenario and Multi-topology Safety
Claim 3: Task Utility and Reasoning Performance
Claim 4: Static-Attacker Ablation Study
Claim 5: Public-Baseline Mechanism Stability
Conclusion