Maximal adversarial perturbations for obfuscation: Hiding certain attributes while preserving rest Sep 27, 2019 Attribute Data Poisoning
— Unverified 0FR-GAN: Fair and Robust Training Sep 25, 2019 Attribute Data Poisoning
— Unverified 0Certified Robustness to Adversarial Label-Flipping Attacks via Randomized Smoothing Sep 25, 2019 Binary Classification Data Poisoning
— Unverified 0Detection of Backdoors in Trained Classifiers Without Access to the Training Set Aug 27, 2019 Anomaly Detection Data Poisoning
— Unverified 0On Defending Against Label Flipping Attacks on Malware Detection Systems Aug 13, 2019 Android Malware Detection BIG-bench Machine Learning
— Unverified 0Seeing is Not Believing: Camouflage Attacks on Image Scaling Algorithms Aug 1, 2019 Data Poisoning image-classification
Code Code Available 0Explaining Vulnerabilities to Adversarial Machine Learning through Visual Analytics Jul 17, 2019 BIG-bench Machine Learning Data Poisoning
Code Code Available 0Poisoning Attacks with Generative Adversarial Nets Jun 18, 2019 BIG-bench Machine Learning Data Poisoning
Code Code Available 0Mixed Strategy Game Model Against Data Poisoning Attacks Jun 7, 2019 Data Poisoning Model Poisoning
— Unverified 0An Investigation of Data Poisoning Defenses for Online Learning May 28, 2019 Data Poisoning General Classification
— Unverified 0Data Poisoning Attacks on Stochastic Bandits May 16, 2019 Data Poisoning Multi-Armed Bandits
— Unverified 0Robust Federated Training via Collaborative Machine Teaching using Trusted Instances May 8, 2019 Data Poisoning Federated Learning
— Unverified 0Data Poisoning Attack against Knowledge Graph Embedding Apr 26, 2019 Data Poisoning Graph Embedding
— Unverified 0Can Machine Learning Model with Static Features be Fooled: an Adversarial Machine Learning Approach Apr 20, 2019 BIG-bench Machine Learning Data Poisoning
— Unverified 0Adversarial Learning in Statistical Classification: A Comprehensive Review of Defenses Against Attacks Apr 12, 2019 Anomaly Detection Data Poisoning
— Unverified 0Data Poisoning against Differentially-Private Learners: Attacks and Defenses Mar 23, 2019 Data Poisoning
— Unverified 0SLSGD: Secure and Efficient Distributed On-device Machine Learning Mar 16, 2019 BIG-bench Machine Learning Data Poisoning
— Unverified 0Online Data Poisoning Attack Mar 5, 2019 Data Poisoning Deep Reinforcement Learning
— Unverified 0TrojDRL: Trojan Attacks on Deep Reinforcement Learning Agents Mar 1, 2019 Data Poisoning Deep Reinforcement Learning
Code Code Available 0Is Spiking Secure? A Comparative Study on the Security Vulnerabilities of Spiking and Deep Neural Networks Feb 4, 2019 Data Poisoning
— Unverified 0Spectrum Data Poisoning with Adversarial Deep Learning Jan 26, 2019 BIG-bench Machine Learning Data Poisoning
— Unverified 0Reaching Data Confidentiality and Model Accountability on the CalTrain Dec 7, 2018 Data Poisoning
— Unverified 0An Optimal Control View of Adversarial Machine Learning Nov 11, 2018 BIG-bench Machine Learning Data Poisoning
— Unverified 0TrISec: Training Data-Unaware Imperceptible Security Attacks on Deep Neural Networks Nov 2, 2018 Autonomous Driving Autonomous Vehicles
— Unverified 0Stronger Data Poisoning Attacks Break Data Sanitization Defenses Nov 2, 2018 Data Poisoning Sentiment Analysis
Code Code Available 1Spectral Signatures in Backdoor Attacks Nov 1, 2018 Data Poisoning
Code Code Available 0A Mixture Model Based Defense for Data Poisoning Attacks Against Naive Bayes Spam Filters Oct 31, 2018 Data Poisoning
— Unverified 0Data Poisoning Attack against Unsupervised Node Embedding Methods Oct 30, 2018 Data Poisoning Link Prediction
— Unverified 0Backdoor Embedding in Convolutional Neural Network Models via Invisible Perturbation Aug 30, 2018 Data Poisoning Deep Learning
— Unverified 0Data Poisoning Attacks against Online Learning Aug 27, 2018 Data Poisoning
— Unverified 0Data Poisoning Attacks in Contextual Bandits Aug 17, 2018 Data Poisoning Multi-Armed Bandits
— Unverified 0How To Backdoor Federated Learning Jul 2, 2018 Anomaly Detection Data Poisoning
Code Code Available 1Is feature selection secure against training data poisoning? Apr 21, 2018 Computational Efficiency Data Poisoning
— Unverified 0Poison Frogs! Targeted Clean-Label Poisoning Attacks on Neural Networks Apr 3, 2018 Data Poisoning Face Recognition
Code Code Available 1Label Sanitization against Label Flipping Poisoning Attacks Mar 2, 2018 Data Poisoning
— Unverified 0Using Trusted Data to Train Deep Networks on Labels Corrupted by Severe Noise Feb 14, 2018 Data Poisoning
Code Code Available 0Detection of Adversarial Training Examples in Poisoning Attacks through Anomaly Detection Feb 8, 2018 Anomaly Detection BIG-bench Machine Learning
Code Code Available 0Wolf in Sheep's Clothing - The Downscaling Attack Against Deep Learning Applications Dec 21, 2017 Data Poisoning Deep Learning
— Unverified 0Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning Dec 15, 2017 Data Poisoning Deep Learning
Code Code Available 0Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization Aug 29, 2017 Data Poisoning Deep Learning
— Unverified 0Certified Defenses for Data Poisoning Attacks Jun 9, 2017 Data Poisoning
Code Code Available 0Data Poisoning Attacks on Factorization-Based Collaborative Filtering Aug 29, 2016 Collaborative Filtering Data Poisoning
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