Machine Learning for Detecting Data Exfiltration: A Review
Authors: Bushra Sabir, Faheem Ullah, M. Ali Babar, Raj Gaire | Published: 2020-12-17 | Updated: 2021-03-21
Dataset evaluation
GNNUnlock: Graph Neural Networks-based Oracle-less Unlocking Scheme for Provably Secure Logic Locking
Authors: Lilas Alrahis, Satwik Patnaik, Faiq Khalid, Muhammad Abdullah Hanif, Hani Saleh, Muhammad Shafique, Ozgur Sinanoglu | Published: 2020-12-10
Machine Learning-Based Early Detection of IoT Botnets Using Network-Edge Traffic
Authors: Ayush Kumar, Mrinalini Shridhar, Sahithya Swaminathan, Teng Joon Lim | Published: 2020-10-22
Certified Distributional Robustness on Smoothed Classifiers
Authors: Jungang Yang, Liyao Xiang, Ruidong Chen, Yukun Wang, Wei Wang, Xinbing Wang | Published: 2020-10-21 | Updated: 2021-04-30
Multi-Dimensional Randomized Response
Authors: Josep Domingo-Ferrer, Jordi Soria-Comas | Published: 2020-10-21 | Updated: 2020-12-19
Image Obfuscation for Privacy-Preserving Machine Learning
Authors: Mathilde Raynal, Radhakrishna Achanta, Mathias Humbert | Published: 2020-10-20
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
BAAAN: Backdoor Attacks Against Autoencoder and GAN-Based Machine Learning Models
Authors: Ahmed Salem, Yannick Sautter, Michael Backes, Mathias Humbert, Yang Zhang | Published: 2020-10-06 | Updated: 2020-10-08
Metadata-Based Detection of Child Sexual Abuse Material
Authors: Mayana Pereira, Rahul Dodhia, Hyrum Anderson, Richard Brown | Published: 2020-10-05 | Updated: 2021-10-27
Challenges in Forecasting Malicious Events from Incomplete Data
Authors: Nazgol Tavabi, Andrés Abeliuk, Negar Mokhberian, Jeremy Abramson, Kristina Lerman | Published: 2020-04-06