ppAURORA: Privacy Preserving Area Under Receiver Operating Characteristic and Precision-Recall Curves
Authors: Ali Burak Ünal, Nico Pfeifer, Mete Akgün | Published: 2021-02-17 | Updated: 2023-06-15
Machine Learning Based Cyber Attacks Targeting on Controlled Information: A Survey
Authors: Yuantian Miao, Chao Chen, Lei Pan, Qing-Long Han, Jun Zhang, Yang Xiang | Published: 2021-02-16 | Updated: 2021-11-15
SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernel
Authors: Thomas Cochrane, Peter Foster, Varun Chhabra, Maud Lemercier, Cristopher Salvi, Terry Lyons | Published: 2021-02-16 | Updated: 2021-09-29
Saving Stochastic Bandits from Poisoning Attacks via Limited Data Verification
Authors: Anshuka Rangi, Long Tran-Thanh, Haifeng Xu, Massimo Franceschetti | Published: 2021-02-15 | Updated: 2022-05-03
Certifiably Robust Variational Autoencoders
Authors: Ben Barrett, Alexander Camuto, Matthew Willetts, Tom Rainforth | Published: 2021-02-15 | Updated: 2022-04-23
Perceptually Constrained Adversarial Attacks
Authors: Muhammad Zaid Hameed, Andras Gyorgy | Published: 2021-02-14
Private Prediction Sets
Authors: Anastasios N. Angelopoulos, Stephen Bates, Tijana Zrnic, Michael I. Jordan | Published: 2021-02-11 | Updated: 2024-03-03
Towards Certifying L-infinity Robustness using Neural Networks with L-inf-dist Neurons
Authors: Bohang Zhang, Tianle Cai, Zhou Lu, Di He, Liwei Wang | Published: 2021-02-10 | Updated: 2021-06-14
CaPC Learning: Confidential and Private Collaborative Learning
Authors: Christopher A. Choquette-Choo, Natalie Dullerud, Adam Dziedzic, Yunxiang Zhang, Somesh Jha, Nicolas Papernot, Xiao Wang | Published: 2021-02-09 | Updated: 2021-03-19
“What’s in the box?!”: Deflecting Adversarial Attacks by Randomly Deploying Adversarially-Disjoint Models
Authors: Sahar Abdelnabi, Mario Fritz | Published: 2021-02-09 | Updated: 2021-03-09