1 Paper Code PCLD: Point Cloud Layerwise Diffusion for Adversarial Purification batuceng/diffusion-layer-robustness-pc • • 11 Mar 2024 A typical way to assess a model's robustness is through adversarial attacks, where test-time examples are generated based on gradients to deceive the model...
However, current research on physical adversarial examples (PAEs) lacks a comprehensive understanding of their unique characteristics, leading to limited significance and understanding. In this paper, we address this gap by thoroughly examining the characteristics of PAEs within a practical workflow ...
The only requirement I used for selecting papers for this list is that it is primarily a paper about adversarial examples, or extensively uses adversarial examples. Due to the sheer quantity of papers, I can't guarantee that I actually have found all of them. ...
As an evaluation dataset in our paper, we use the first 100 test instances of theMozilla Common Voice datset. For convenience, we make just these samples directlyavailable for download. More Audio Adversarial Examples Below are examples of our attacks at three different distortion levels. For the...
First paper ✔️ [Generative Adversarial Nets] [Paper][Code](NIPS 2014) Image Translation ✔️ [UNSUPERVISED CROSS-DOMAIN IMAGE GENERATION] [Paper][Code] ✔️ [Image-to-image translation using conditional adversarial nets] [Paper][Code][Code] ...
✅ [Generative Adversarial Text to Image Synthesis][Paper][Code][code] ✅ [Learning What and Where to Draw][Paper][Code] ✅ [Adversarial Training for Sketch Retrieval][Paper] ✅ [Generative Image Modeling using Style and Structure Adversarial Networks][Paper][Code] ...
this paper demonstrates that such ML-based malware detection methods are vulnerable to adversarial examples (AE) attacks.We propose the first AE-based attack framework, named Adversarial Texture Malware Perturbation Attacks (ATMPA), based on the gradient descent or L-norm optimization method.By introdu...
Paper:Explaining and Harnessing Adversarial Examples,Ian J. Goodfellow, Jonathon Shlens, Christian Szegedy [Paper] Related Paper: Kurakin, Alexey, Ian Goodfellow, Samy Bengio, Yinpeng Dong, Fangzhou Liao, Ming Liang, Tianyu Pang et al. "Adversarial attacks and defences competition." InThe NIPS'17...
This repository contains the code necessary to replicate the major results of our paper:Unadversarial Examples: Designing Objects for Robust Vision Hadi Salman*, Andrew Ilyas*, Logan Engstrom*, Sai Vemprala, Aleksander Madry, Ashish Kapoor Paper Blogpost (MSR) Blogpost (Gradient Science) @...
In this paper, we propose an IoU attack method in the black-box setting to generate adversarial examples for visual object tracking. Without access to the network architecture of deep trackers, we iteratively adjust the direction of light-weight noise according to the predicted IoU scores of bound...