Privacy-Preserving Deep Learning: A Comprehensive Survey
暫譯: 隱私保護深度學習：全面調查

```引言.- 定義與分類.- 背景知識.- 基於X的混合PPDL.- 基於X的PPDL理論與應用之間的差距.- 基於聯邦學習和分割學習的PPDL.- 分析與性能比較.- 對深度學習和PPDL的攻擊作為可能的解決方案.- 挑戰與未來工作。```

Kwangjo Kim, received his B.Sc. and M.Sc. degrees in Electronic Engineering from Yonsei University, Seoul, Korea, in 1980 and 1983, respectively, and his Ph.D. degree from the Division of Electrical and Computer Engineering, Yokohama National University, Yokohama, Japan, in 1991. He was a Visiting Professor at the Massachusetts Institute of Technology, Cambridge, USA and the University of California at San Diego, La Jolla, USA, in 2005 and the Khalifa University of Science, Technology and Research, Abu Dhabi, UAE, in 2012. He was also an education specialist at the Bandung Institute of Technology, Indonesia, in 2013. He is currently a Professor at the Graduate School of Information Security, School of Computing, Korea Advanced Institute of Science and Technology (KAIST), and was the Korean representative to IFIP TC-11 and the honourable President of the Korea Institute of Information Security and Cryptology (KIISC). His current research interests include the theory of cryptology and information security and their applications. Prof. Kim served as a board member of the International Association for Cryptologic Research (IACR) from 2000 to 2004, the chairperson of the Asiacrypt Steering Committee from 2005 to 2008, and the president of KIISC in 2009. He is the first Korean Fellow of the IACR, a member of IEEEE, ACM and IEICE, and a member of the IACR Fellow Selection Committee. Moreover, he is the general chair of Asiacrypt2020 and PQCrypto2021 (including CHES2014). He serves as an editor-in-chief of the online journal Cryptography and an editor of the Journal of Mathematical Cryptology.

Harry Chandra Tanuwidjaja, received his B.S. and M.S. degrees in Electrical Engineering from the Bandung Institute of Technology (ITB), Indonesia in 2013 and 2015, respectively, and his Ph.D. degree from School of Computing, Korea Advanced Institute of Science and Technology (KAIST), South Korea. His research interests include malware detection, machine-learning, privacy-preserving, and intrusion-detection systems. Currently, he is working as a fixed term researcher for Cybersecurity Laboratory, National Institute of Information and Communications Technology (NICT), Tokyo, Japan (starting from July 2021).

Kwangjo Kim於1980年和1983年分別在韓國首爾的延世大學獲得電子工程學士和碩士學位，並於1991年在日本橫濱國立大學的電氣與計算機工程系獲得博士學位。他曾於2005年擔任美國麻省理工學院（MIT）和美國加州大學聖地牙哥分校的訪問教授，並於2012年在阿聯酋阿布達比的哈利法科技大學擔任訪問教授。他在2013年也曾擔任印尼萬隆科技大學的教育專家。目前，他是韓國科學技術院（KAIST）計算學院資訊安全研究所的教授，並曾擔任IFIP TC-11的韓國代表及韓國資訊安全與密碼學研究所（KIISC）的榮譽會長。他目前的研究興趣包括密碼學和資訊安全的理論及其應用。金教授於2000年至2004年擔任國際密碼學研究協會（IACR）董事會成員，2005年至2008年擔任Asiacrypt指導委員會主席，並於2009年擔任KIISC會長。他是IACR的第一位韓國Fellow，IEEE、ACM和IEICE的成員，以及IACR Fellow選拔委員會的成員。此外，他是Asiacrypt2020和PQCrypto2021（包括CHES2014）的總主席。他還擔任在線期刊《Cryptography》的主編及《Journal of Mathematical Cryptology》的編輯。

Harry Chandra Tanuwidjaja於2013年和2015年分別在印尼萬隆科技大學（ITB）獲得電機工程學士和碩士學位，並在韓國科學技術院（KAIST）計算學院獲得博士學位。他的研究興趣包括惡意軟體檢測、機器學習、隱私保護和入侵檢測系統。目前，他在日本東京的國家資訊與通訊技術研究所（NICT）網路安全實驗室擔任固定期限研究員（自2021年7月起）。