Towards the Science of Security and Privacy in Machine Learning

Towards the Science of Security and Privacy in Machine Learning

11 November 2016

Nicolas Papernot

Patrick McDaniel

Michael P. Wellman

Papers citing "Towards the Science of Security and Privacy in Machine Learning"

12 / 12 papers shown

Title
VeriSplit: Secure and Practical Offloading of Machine Learning Inferences across IoT Devices Han Zhang Zifan Wang Mihir Dhamankar Matt Fredrikson Yuvraj Agarwal 71 2 0 02 Jun 2024
Data Reconstruction Attacks and Defenses: A Systematic Evaluation Sheng Liu Zihan Wang Yuxiao Chen Qi Lei AAML MIACV 65 4 0 13 Feb 2024
Runtime Stealthy Perception Attacks against DNN-based Adaptive Cruise Control Systems Xugui Zhou Anqi Chen Maxfield Kouzel Haotian Ren Morgan McCarty Cristina Nita-Rotaru H. Alemzadeh AAML 41 2 0 18 Jul 2023
Evasion Attacks against Machine Learning at Test Time Battista Biggio Igino Corona Davide Maiorca B. Nelson Nedim Srndic Pavel Laskov Giorgio Giacinto Fabio Roli AAML 90 2,140 0 21 Aug 2017
Membership Inference Attacks against Machine Learning Models Reza Shokri M. Stronati Congzheng Song Vitaly Shmatikov SLR MIALM MIACV 200 4,075 0 18 Oct 2016
Inherent Trade-Offs in the Fair Determination of Risk Scores Jon M. Kleinberg S. Mullainathan Manish Raghavan FaML 79 1,762 0 19 Sep 2016
Adversarial Perturbations Against Deep Neural Networks for Malware Classification Kathrin Grosse Nicolas Papernot Praveen Manoharan Michael Backes Patrick McDaniel AAML 35 418 0 14 Jun 2016
A Unified Gradient Regularization Family for Adversarial Examples Chunchuan Lyu Kaizhu Huang Hai-Ning Liang AAML 37 207 0 19 Nov 2015
RAPPOR: Randomized Aggregatable Privacy-Preserving Ordinal Response Ulfar Erlingsson Vasyl Pihur Aleksandra Korolova 48 1,977 0 25 Jul 2014
Poisoning Attacks against Support Vector Machines Battista Biggio B. Nelson Pavel Laskov AAML 74 1,580 0 27 Jun 2012
Noise Tolerance under Risk Minimization Naresh Manwani S. M. I. P. S. Sastry NoLa 92 273 0 24 Sep 2011
Query Strategies for Evading Convex-Inducing Classifiers B. Nelson Benjamin I. P. Rubinstein Ling Huang A. Joseph Steven J. Lee Satish Rao J. D. Tygar 69 124 0 03 Jul 2010