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IMAP: 内在动机驱动的对抗策略【英文版】.pdf |
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英文标题:IMAP: Intrinsically Motivated Adversarial Policy中文摘要:提出了一种名为 Intrinsically Motivated Adversarial Policy(简称 IMAP) 的策略,用于在无需了解受害者策略的情况下,有效地进行黑盒攻击,IMAP 利用基于状态覆盖、策略覆盖、风险和策略差异的四个内在目标,鼓励探索和发现更强的攻击技能,并进行了实验验证其有效性。英文摘要:Reinforcement learning (RL) agents are known to be vulnerable to evasionattacks during deployment. In single-agent environments, attackers can injectimperceptible perturbations on the policy or value network's inputs or outputs;in multi-agent environments, attackers can control an ad
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