Deep Probabilistic Models to Detect Data Poisoning Attacks

Deep Probabilistic Models to Detect Data Poisoning Attacks

3 December 2019

Nilesh A. Ahuja

Papers citing "Deep Probabilistic Models to Detect Data Poisoning Attacks"

12 / 12 papers shown

Title
Probabilistic Modeling of Deep Features for Out-of-Distribution and Adversarial Detection Nilesh A. Ahuja I. Ndiour Trushant Kalyanpur Omesh Tickoo OODD 39 69 0 25 Sep 2019
STRIP: A Defence Against Trojan Attacks on Deep Neural Networks Yansong Gao Chang Xu Derui Wang Shiping Chen Damith C. Ranasinghe Surya Nepal AAML 56 801 0 18 Feb 2019
Poisoning Behavioral Malware Clustering Battista Biggio Konrad Rieck Andrea Valenza Christian Wressnegger Igino Corona Giorgio Giacinto Fabio Roli 36 152 0 25 Nov 2018
Is feature selection secure against training data poisoning? Huang Xiao Battista Biggio Gavin Brown Giorgio Fumera Claudia Eckert Fabio Roli AAML SILM 44 423 0 21 Apr 2018
Poison Frogs! Targeted Clean-Label Poisoning Attacks on Neural Networks Ali Shafahi Wenjie Huang Mahyar Najibi Octavian Suciu Christoph Studer Tudor Dumitras Tom Goldstein AAML 75 1,080 0 03 Apr 2018
Flipout: Efficient Pseudo-Independent Weight Perturbations on Mini-Batches Yeming Wen Paul Vicol Jimmy Ba Dustin Tran Roger C. Grosse BDL 38 308 0 12 Mar 2018
Detection of Adversarial Training Examples in Poisoning Attacks through Anomaly Detection Andrea Paudice Luis Muñoz-González András Gyorgy Emil C. Lupu AAML 38 145 0 08 Feb 2018
BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain Tianyu Gu Brendan Dolan-Gavitt S. Garg SILM 75 1,758 0 22 Aug 2017
Certified Defenses for Data Poisoning Attacks Jacob Steinhardt Pang Wei Koh Percy Liang AAML 73 751 0 09 Jun 2017
Adversarial Examples Are Not Easily Detected: Bypassing Ten Detection Methods Nicholas Carlini D. Wagner AAML 103 1,851 0 20 May 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.4K 192,638 0 10 Dec 2015
Bayesian Active Learning for Classification and Preference Learning N. Houlsby Ferenc Huszár Zoubin Ghahramani M. Lengyel 79 901 0 24 Dec 2011