Against All Odds: Winning the Defense Challenge in an Evasion Competition with Diversification
Authors: Erwin Quiring, Lukas Pirch, Michael Reimsbach, Daniel Arp, Konrad Rieck | Published: 2020-10-19
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Dos and Don’ts of Machine Learning in Computer Security
Authors: Daniel Arp, Erwin Quiring, Feargus Pendlebury, Alexander Warnecke, Fabio Pierazzi, Christian Wressnegger, Lorenzo Cavallaro, Konrad Rieck | Published: 2020-10-19 | Updated: 2021-11-30
Privacy-preserving Data Sharing on Vertically Partitioned Data
Authors: Razane Tajeddine, Joonas Jälkö, Samuel Kaski, Antti Honkela | Published: 2020-10-19 | Updated: 2022-09-02
Taking Over the Stock Market: Adversarial Perturbations Against Algorithmic Traders
Authors: Elior Nehemya, Yael Mathov, Asaf Shabtai, Yuval Elovici | Published: 2020-10-19 | Updated: 2021-09-02
Enabling Fast Differentially Private SGD via Just-in-Time Compilation and Vectorization
Authors: Pranav Subramani, Nicholas Vadivelu, Gautam Kamath | Published: 2020-10-18 | Updated: 2021-10-26
GOAT: GPU Outsourcing of Deep Learning Training With Asynchronous Probabilistic Integrity Verification Inside Trusted Execution Environment
Authors: Aref Asvadishirehjini, Murat Kantarcioglu, Bradley Malin | Published: 2020-10-17
Secure Weighted Aggregation for Federated Learning
Authors: Jiale Guo, Ziyao Liu, Kwok-Yan Lam, Jun Zhao, Yiqiang Chen, Chaoping Xing | Published: 2020-10-17 | Updated: 2021-05-11
Position paper: A systematic framework for categorising IoT device fingerprinting mechanisms
Authors: Poonam Yadav, Angelo Feraudo, Budi Arief, Siamak F. Shahandashti, Vassilios G. Vassilakis | Published: 2020-10-16 | Updated: 2020-10-19
Embedding and Extraction of Knowledge in Tree Ensemble Classifiers
Authors: Wei Huang, Xingyu Zhao, Xiaowei Huang | Published: 2020-10-16 | Updated: 2021-10-26
Securing Manufacturing Using Blockchain
Authors: Zahra Jadidi, Ali Dorri, Raja Jurdak, Colin Fidge | Published: 2020-10-15