Towards Poisoning the Neural Collaborative Filtering-Based Recommender Systems
In this paper, we conduct a systematic study for the very first time on the poisoning attack to neural collaborative filtering-based recommender systems, exploring both availability and target attacks with their respective goals of distorting recommended
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Liqun Chen Ninghui Li Kaitai Liang Steve Schneider (Eds.)
Computer Security – ESORICS 2020 25th European Symposium on Research in Computer Security, ESORICS 2020 Guildford, UK, September 14–18, 2020, Proceedings, Part I
Lecture Notes in Computer Science Founding Editors Gerhard Goos Karlsruhe Institute of Technology, Karlsruhe, Germany Juris Hartmanis Cornell University, Ithaca, NY, USA
Editorial Board Members Elisa Bertino Purdue University, West Lafayette, IN, USA Wen Gao Peking University, Beijing, China Bernhard Steffen TU Dortmund University, Dortmund, Germany Gerhard Woeginger RWTH Aachen, Aachen, Germany Moti Yung Columbia University, New York, NY, USA
12308
More information about this series at http://www.springer.com/series/7410
Liqun Chen Ninghui Li Kaitai Liang Steve Schneider (Eds.) •
•
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Computer Security – ESORICS 2020 25th European Symposium on Research in Computer Security, ESORICS 2020 Guildford, UK, September 14–18, 2020 Proceedings, Part I
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Editors Liqun Chen University of Surrey Guildford, UK
Ninghui Li Purdue University West Lafayette, IN, USA
Kaitai Liang Delft University of Technology Delft, The Netherlands
Steve Schneider University of Surrey Guildford, UK
ISSN 0302-9743 ISSN 1611-3349 (electronic) Lecture Notes in Computer Science ISBN 978-3-030-58950-9 ISBN 978-3-030-58951-6 (eBook) https://doi.org/10.1007/978-3-030-58951-6 LNCS Sublibrary: SL4 – Security and Cryptology © Springer Nature Switzerland AG 2020 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. This Springer imprint is published by the registered company Springer Nature Switzerland AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland
Preface
The two volume set, LNCS 12308 and 12309, contain the papers that were selected for presentation and publication at the 25th European Symposium on Research in Computer Security (ESORICS 2