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.
Lin Yilun Spokesman: 550,000 every two years (flat) Yu Chengqing Spokesman: 2.5 million every two years
在中国，真正的武者不只是搏杀的高手，而是一种刚健昂扬、智慧果敢、有原则、有坚持、不苟且、不猥琐（仁、义、礼、智、勇）的精神。 在一个中国北方的小镇里，有一个专门训练武者的学校…… 十年前，李一、杨耀武等一群来自天南海北怀着各式各样武者之梦的少年来到这所学校，开始了他们的武者之路。在武术的世界里，南拳北腿，散打搏击，刀剑枪械……充斥着汗和血，学习武术的套路，也学习成长的套路。搏杀中，充斥著血汗的味道；擂台上，涣散着成長的味道。 十年过去了，李一、杨耀武等五人在师傅李魁训练下，成为武校中的佼佼者。在他们即将踏上新人生的时刻，他们并不知道自己已经卷入了一个狡诈、危险的事件中，五个怀着梦想的青年投入了一场真实的搏斗与厮杀中……是李一前无古人的武术动作，还是杨耀武一招致敌的搏击招数，在正义与邪恶的碰撞中，谁会最终屹立新武坛？谁才能成为真正的武者…… 少年行！
During an outbreak of the bubonic plague in the magnificent Seville of 1587, Mateo, a former soldier, returns, honouring his word to find and extract a dead friend’s son from the city. Previously, Mateo had been forced to flee the city to save his life, having been sentenced to death by the Inquisition for printing forbidden books. Before he can complete his task, Mateo is arrested by the Inquisitor’s bailiffs, who promise to pardon his life in exchange for solving a series of crimes of diabolic overtones being committed in Seville. Premiere of the first two episodes of the new TV series directed by Alberto Rodríguez.
善良的渔村女教师“海娘”（ 何琳饰）冲破世俗，克服艰辛，收养八名流浪儿童，“香兰”（李艳饰）的男友齐国林（王韦智饰）在帮助“海娘”的过程中与之产生感情，准备结婚之际，发现“海娘”患“绝症”，弥留之际的“海娘”促成香兰与齐国林的婚事，并将收养的八名流浪儿交给齐国林，带着信任和满足悄然离去，将“大爱无疆”的情怀留给了世间。一块刻有“亲娘”二字的墓碑表达了孩子们和世人共同的怀念。故事情节跌宕起伏、催人泪下，贯穿全剧的“大爱”让人憧憬、崇敬。
灾难降临地球后，执行潜艇研究任务的海洋生物学家必须与队员们一起为生存而战。此时，一个阴谋浮出水面。
周姑娘得意间，感觉还是很灵敏的，脑后长眼睛般。
Stephen thought he was not going to overindulge in sex, but what he had just seen really surprised him and was somewhat tempted. But he would not take that step because he didn't want to add another injury to Stark.
According to the exposure, in fact, "Broadwell" will really enter the post-20nm era. In the future, the technology will remain unchanged and the architecture will be innovated by "SkyLake" (another Sky Lake). At that time, it may even integrate the graphics core from Larrabee project, provided, of course, that Intel can really find a way to give full play to the graphics efficiency of x86 architecture. Going back? Then let's give it another name "Skymont". It can be expected that the process will be upgraded again. According to the current preliminary plan, it will be 11nm, but it will have to be in 2016.
人们纷纷向太空的殖民卫星移民并形成庞大的群体，随后便为争取政治、经济地位而掀起运动，进而引发了地球与殖民卫星的武力冲突。
这《女诫》就是面对头等男人应该做的。
唐中晚期，来自西南山区仵作世家的少女楚楚，为实现当仵作的梦想独自来长安闯荡，参加仵作考试，遇到断案如神的安郡王萧瑾瑜。萧瑾瑜招收楚楚作为仵作搭档揭秘探案。楚楚的身世之谜一石激起千层浪，打破了京中多方势力平衡，一场明争暗斗的权力斗争随之展开。伴随着一个个的案件破解，楚楚和王爷等人组成的团队一步步揭开谜底最终破解了一场延续18年的惊天大案。萧瑾瑜和楚楚顺利成婚，而楚楚也获皇帝的最终认可，得到了皇帝亲赐的 “御赐仵作”身份，实现了自己的人生理想。
恋爱、工作、友情…每个29岁的单身女性，都得面临这些波澜万丈、汹涌而来的问题！不但在职场被当成欧巴桑、好男人也被年轻女孩抢光光，甚至全世界的人都问妳为什么还不结婚！了…惨遭打击的山口智子心中暗暗发誓，「等我30岁生日的时候，一定要成为全世界最幸福的女人！」但是，不再孤独的夜晚，究竟何时才能降临呢？
Attack-Life
李翰祥执导的《佛跳墙》共有四个单元，首个故事是描述一对母子因施予济公一碗豆浆而逃过丧命之危；其二则说济公帮助卖菜汉，逃离高利贷者的滋扰；其三则写济公以樱桃化夜明珠，将大盗教训一顿；最末一则是描写济公以巧计捉弄胡作非为的相爷父子。李翰祥借济公的善行，针贬权贵恶霸的种种恶行，为平民大众吐一口乌气。
1937年抗日战争爆发，继淞沪战争失利，南京吃紧。中华民族危急存亡之际，国民政府宣布迁都重庆，日军从 1938年2月18日至1944年12月19日，对重庆及周边地区实施无差别轰炸，长达六年零十个月。重庆市民面对日军残酷的狂轰滥炸，依然向死而生、乐观坚强，展现了重庆不死中国不亡的民族气节。为了保卫家 园，年轻的中国飞行员在美国飞行教官的帮助下与日本空军展开了一系列惨烈悲壮的空战。虽然飞行装备远远落后于日 军，但他们宁愿战死在天上，也不在地上苟活，与敌人在长空进行殊死搏斗......
该片剧本荣获优良剧本佳作改编，成本耗资4500万，结合「灵异惊悚、犯罪推理、风俗信仰、感人亲情」4大元素拍摄，令人期待。
System
这使葡萄牙人数次在失去马六甲的关头力挽狂澜，因为亚齐人和马来人谁也不愿意见到对方掌控这里，他们内部又干起来了，所以占便宜的是葡萄牙人。
