A Formalization of Robustness for Deep Neural Networks Mar 24, 2019 Adversarial Attack
— Unverified Adversarial Attacks on Deep Neural Networks for Time Series Classification Mar 17, 2019 Activity Recognition Adversarial Attack
Code Code Available Attribution-driven Causal Analysis for Detection of Adversarial Examples Mar 14, 2019 Adversarial Attack BIG-bench Machine Learning
— Unverified Attack Type Agnostic Perceptual Enhancement of Adversarial Images Mar 7, 2019 Adversarial Attack Image Generation
— Unverified Adversarial Out-domain Examples for Generative Models Mar 7, 2019 Adversarial Attack Image Generation
Code Code Available Adversarial Examples on Graph Data: Deep Insights into Attack and Defense Mar 5, 2019 Adversarial Attack Adversarial Defense
Code Code Available On the Effectiveness of Low Frequency Perturbations Feb 28, 2019 Adversarial Attack Adversarial Robustness
— Unverified Adversarial Attack and Defense on Point Sets Feb 28, 2019 Adversarial Attack
— Unverified Robust Decision Trees Against Adversarial Examples Feb 27, 2019 Adversarial Attack Adversarial Defense
Code Code Available Wasserstein Adversarial Examples via Projected Sinkhorn Iterations Feb 21, 2019 Adversarial Attack Adversarial Defense
Code Code Available advertorch v0.1: An Adversarial Robustness Toolbox based on PyTorch Feb 20, 2019 Adversarial Attack Adversarial Defense
Code Code Available There are No Bit Parts for Sign Bits in Black-Box Attacks Feb 19, 2019 Adversarial Attack
— Unverified On Evaluating Adversarial Robustness Feb 18, 2019 Adversarial Attack Adversarial Defense
Code Code Available Examining Adversarial Learning against Graph-based IoT Malware Detection Systems Feb 12, 2019 Adversarial Attack General Classification
— Unverified Is AmI (Attacks Meet Interpretability) Robust to Adversarial Examples? Feb 6, 2019 Adversarial Attack Adversarial Defense
Code Code Available Optimal Attack against Autoregressive Models by Manipulating the Environment Feb 1, 2019 Adversarial Attack Model Predictive Control
— Unverified The Efficacy of SHIELD under Different Threat Models Feb 1, 2019 Adversarial Attack image-classification
— Unverified Adversarial Metric Attack and Defense for Person Re-identification Jan 30, 2019 Adversarial Attack Benchmarking
Code Code Available Strong Black-box Adversarial Attacks on Unsupervised Machine Learning Models Jan 28, 2019 Adversarial Attack BIG-bench Machine Learning
— Unverified Weighted-Sampling Audio Adversarial Example Attack Jan 26, 2019 Adversarial Attack Automatic Speech Recognition
— Unverified Theoretically Principled Trade-off between Robustness and Accuracy Jan 24, 2019 Adversarial Attack Adversarial Defense
Code Code Available Hessian-Aware Zeroth-Order Optimization for Black-Box Adversarial Attack Dec 29, 2018 Adversarial Attack
— Unverified Adversarial Attack and Defense on Graph Data: A Survey Dec 26, 2018 Adversarial Attack image-classification
Code Code Available Seeing isn't Believing: Practical Adversarial Attack Against Object Detectors Dec 26, 2018 Adversarial Attack Autonomous Driving
— Unverified A Survey of Safety and Trustworthiness of Deep Neural Networks: Verification, Testing, Adversarial Attack and Defence, and Interpretability Dec 18, 2018 Adversarial Attack Self-Driving Cars
— Unverified 