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店主、负责茶水的水，负责拿铁的格雷，负责料理的世贵，负责甜点的椿。"Do you regret it?"Opponents continue to use new inputs/payloads to detect classifiers in an attempt to evade detection. Such payloads are called antagonistic inputs because they are explicitly designed to bypass the classifier.夏目贵志生来拥有强大的灵力，能感知平常人所无法接触的妖怪神明的存在。因其父母双亡，多年间辗转于互相推卸责任的亲戚之间，同时被其能力影响，受到同龄人的欺负，未曾与任何人深交，造成性格一定程度上的孤僻。本性和善，宽厚，踏实，对于自己经历的不幸，无论人类还是妖怪都未曾怨恨过。被善良的藤原夫妇收养后踏入高中。一次被妖怪追赶的时候打破了一只强大妖怪“斑”的封印，继而牵涉到夏目贵志的祖母的遗物“友人帐”——一本记录着众多妖怪名字的契约书。艾薇（朱迪·科默 Jodie Comer 饰）有着一段悲惨的过去，她曾经被人囚禁在地窖之中，长达十三年之久。十三年后，艾薇终于逃出魔窟，报警求援，艾利尔特（理查德·兰金 Richard Rankin 饰）和搭档丽莎（瓦伦·凯恩 Valene Kane 饰）受理了此案，他们想从艾薇的口中获取更多的线索，然而，艾薇的证言仍旧缺少着最有力的支持，那就是确凿的证据。This article is the fourth and last in a series on how to use artificial intelligence to build a robust anti-abuse protection system. The first article explains why AI is the key to building a robust protection system, which is used to meet user expectations and increasing complex attacks. After introducing the natural process of building and starting an AI-based defense system, the second blog post covers the challenges related to training classifiers. The third article discusses the main difficulties in using classifiers to prevent attacks in production.