The most famous defense against model theft attacks is PATE (https://arxiv.org/abs/1802.08908), a privacy framework developed by Ian Goodfellow et al. As shown in the above figure, the key idea behind PATE is to divide the data and train multiple combined models to make decisions. This decision was then masked by noise from other different privacy systems.
夜幕已经降临，临淄城里万家灯火，好不壮观。
服装设计师周放与电商大佬宋凛因商业官司相遇，他们势不两立，却因为生活与工作中的种种纽带而被迫合作。两个执拗、刚烈的人就此碰撞不断，矛盾丛生。但在相互较劲的过程中获得成长，同时在对方身上找到了内心的所属，渐渐相爱。周放与宋凛彼此支撑着也彼此嫌弃着，他们一起度过了种种难关，并为了实现理想不断的完善自己，设计师最终拥有了知名的高定品牌，而效率为上的电商大佬宋凛开拓出高级定制的商业模式，在事业上获得新的突破。
隋朝年间，烽烟四起，天下大乱。而骄奢荒淫的隋炀帝却不顾百姓涂炭，在奸相宇文化及的怂恿下，每日沉浸在声色犬马之中。太原侯李渊和二子李世民不忍天下苍生苦难，暗中联络江湖义士准备推翻大隋，解民倒悬。
When I heard this, I coughed gently and motioned for his words to be a bit off the topic. Wang Zeduan was embarrassed at first. Looking at his expression, he did feel that what he said had nothing to do with the topic, but then he smiled and didn't care, but went on to say:
在12世纪前后，绿林侠客罗宾汉的名字响彻英格兰每一个角落，他行侠仗义，劫富济贫，博得底层百姓的爱戴与赞誉，同时也遭到富豪权贵的憎恨，必欲除之而后快。每日里，罗宾汉与伙伴们欢歌笑语，尽情享受自由的生活，而小老鼠杰瑞则跟随着罗宾汉度过快乐的每一天，它同时也是罗宾汉和约翰情人玛瑞安的联络人。与此同时，图谋从老哥理查德大帝手中夺取英格兰王位的约翰对这群绿林好汉恨之入骨，他怀疑城中有罗宾汉的奸细，在佞臣的安排下，他们派出汤姆探侦奸细的消息。
Model Reconstruction: The key idea here is that attackers can recreate the model by probing the public API and gradually improve their own model by using it as Oracle. A recent paper (https://www.usenix.org/system/files/conference/usenixsecurity16/sec16_paper_tramer. Pdf) shows that this attack seems to be effective for most artificial intelligence algorithms, including support vector machines, random forests and deep neural networks.
The sales network radiates all over the country and has windows in Shenzhen, Guangzhou, Wuhan, Nanjing and other places, with an annual output of 80 million seedlings, 1200 cubic meters of bait supply cold storage, 2 pharmacies, 8 technicians and 10 large transport vehicles. It has formed a group of special aquatic products processing enterprises led by Nanda Freezing Processing Co., Ltd. And has developed a series of special aquatic products, feed and other products under the brand of "Dongting Huzhou". It processes more than 2,000 tons of snakehead fish fillets, fish balls, fish skin and other series of products annually, and the products are deeply in the market. Foreign businessmen such as Britain, Denmark and Singapore have trade relations with the company.
《极限挑战》第八季，一起挑战，共向未来！国民综艺，不断进阶，第三代极挑组合，形成新的默契感，打造新的团魂。节目将继续立足社会现实，不断创新，在兼顾综艺节目的娱乐与文化内涵中稳步前行，为观众提供具有真、善、美核心价值的内容。展现面向未来的朝气，带给社会积极向上的正能量，共赴全新征程！
名门高中椚椚丘中学的垫底班级3年E班，在新一学年迎来了一个奇怪的老师（二宫和也 配音）。这个老师长着圆圆的黄色大脑袋以及黏滑恶心的触角，原来他就是不久前将月亮炸成月牙的罪魁祸首。日本防务省特种部队的精英乌间惟臣（椎名桔平 饰）向学生们介绍了怪物的情况，他拥有20马赫的超快速度，人类寻常的武器对他完全不起作用。为了阻止怪物一年后摧毁地球的阴谋，人类必须想方设法除掉他。而怪物自告奋勇愿意出任3年E班的班主任，于是乎手无缚鸡之力的学生们担当起刺杀怪物的重任。此后，学生们接受了乌间的严格培训，而杀手比琪（知英 饰）、智能机器人自律思考固定炮台（桥本环奈 饰）、转学生堀部系成（加藤清史郎 饰）以及教官鹰冈明（高岛政伸 饰）等强大对手也相继来到这间暗杀教室内，搞怪的“杀老师”将面临永无止息的刺杀行动……本片根据松井优征的超人气漫画改编。
赎物有些是死的，如药材和藤条布匹等。
我告诉你，那龙椅坐着……不舒坦……被万人仰望……并不得意，不如纵横沙场……快意。
《我气哭了百万修炼者》主要讲述了大学生江北在地铁站见义勇为，被系统眷顾，幸运地成为了系统宿主，穿越至异世界。在这个遍布修炼者的异世中，江北从一个小城的废材纨绔，转变成众人眼里的天才少年。凭借系统，江北从此走上了靠耍宝、作死、气人才能升级变强的道路。经历了退婚、斗诗一系列风波后，江北逐渐对这里的亲人产生了感情，江北和天才哥哥江南、武王之女候烟岚，携手与神秘势力和层出不穷的恶灵做斗争，随着故事发展，江北神秘身世逐渐揭露，上一代的恩怨情仇延续到江北身上。
得知苏丽丽怀了自己前男友的孩子，苏陌雪和易家的婚约被取消并惨遭分手，而这一切都是苏丽丽和后妈的谋划。凌墨琛即将担任凌氏董事长，但却被告知必须要已婚，实则是爷爷着急抱孙
李宝英饰演尹智秀，她是独自抚养着孩子的坚强的单亲妈妈。她曾经是受人追捧的检察长家的千金，但因为事故失去家人，辛苦过着每一天。韩在贤和尹智秀相爱着，迎来了第一个花样年华。在对人生感到疲劳的中年以完全不同的境遇重逢，延续着爱情故事。
多虑了，此三者，明廷妇人之愚，倭寇乌合之众，唯弗朗机乃豺狼猛虎。
Malicious harassment, advertising and other behaviors will greatly reduce the charm score, so friends selling facial masks should pay attention.
Singularity and Andy have a very good sentence in their dialogue. Don't remind her that you can't wake up a person who pretends to sleep and force him to wake up. It is not good for both sides.
想来是郦先生此番前来已经做好了表演三寸不难之舌的精湛口才，可惜大王您没给他机会，还让他哑口无言。
