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Towards Deep Learning Models Resistant to Adversarial Attacks

19 June 2017

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Papers citing "Towards Deep Learning Models Resistant to Adversarial Attacks"

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Title
Detecting and Understanding Vulnerabilities in Language Models via Mechanistic Interpretability Jorge García-Carrasco A. Maté Juan Trujillo AAML 77 3 0 29 Jul 2024
Enhancing Adversarial Text Attacks on BERT Models with Projected Gradient Descent Hetvi Waghela Jaydip Sen Sneha Rakshit AAML SILM 76 3 0 29 Jul 2024
Exploring the Adversarial Robustness of CLIP for AI-generated Image Detection Vincenzo De Rosa Fabrizio Guillaro Giovanni Poggi D. Cozzolino L. Verdoliva AAML 106 9 0 28 Jul 2024
Towards Clean-Label Backdoor Attacks in the Physical World Thinh Dao Cuong Chi Le Khoa D. Doan Kok-Seng Wong AAML 84 1 0 27 Jul 2024
Adversarial Robustification via Text-to-Image Diffusion Models Daewon Choi Jongheon Jeong Huiwon Jang Jinwoo Shin DiffM 113 2 0 26 Jul 2024
NeuSemSlice: Towards Effective DNN Model Maintenance via Neuron-level Semantic Slicing Shide Zhou Tianlin Li Yihao Huang Ling Shi Kailong Wang Yang Liu Haoyu Wang 48 0 0 26 Jul 2024
Sparse vs Contiguous Adversarial Pixel Perturbations in Multimodal Models: An Empirical Analysis Cristian-Alexandru Botocan Raphael Meier Ljiljana Dolamic AAML 66 0 0 25 Jul 2024
Category-Extensible Out-of-Distribution Detection via Hierarchical Context Descriptions Kai-Chun Liu Zhihang Fu Chao Chen Sheng Jin Ze Chen Mingyuan Tao Rongxin Jiang Jieping Ye VLM OODD 106 5 0 23 Jul 2024
CloudFixer: Test-Time Adaptation for 3D Point Clouds via Diffusion-Guided Geometric Transformation Hajin Shim Changhun Kim Eunho Yang TTA 64 7 0 23 Jul 2024
Revisiting the Robust Alignment of Circuit Breakers Leo Schwinn Simon Geisler AAML 88 7 0 22 Jul 2024
On Feasibility of Intent Obfuscating Attacks Zhaobin Li Patrick Shafto AAML 68 0 0 22 Jul 2024
Towards Robust Vision Transformer via Masked Adaptive Ensemble Fudong Lin Jiadong Lou Xu Yuan Nianfeng Tzeng ViT AAML 95 2 0 22 Jul 2024
ARoFace: Alignment Robustness to Improve Low-Quality Face Recognition Mohammad Saeed Ebrahimi Saadabadi Sahar Rahimi Malakshan Ali Dabouei Nasser M. Nasrabadi CVBM AAML 99 5 0 20 Jul 2024
Sim-CLIP: Unsupervised Siamese Adversarial Fine-Tuning for Robust and Semantically-Rich Vision-Language Models Md Zarif Hossain Ahmed Imteaj VLM AAML 66 6 0 20 Jul 2024
Operationalizing a Threat Model for Red-Teaming Large Language Models (LLMs) Apurv Verma Satyapriya Krishna Sebastian Gehrmann Madhavan Seshadri Anu Pradhan Tom Ault Leslie Barrett David Rabinowitz John Doucette Nhathai Phan 129 15 0 20 Jul 2024
Beyond Dropout: Robust Convolutional Neural Networks Based on Local Feature Masking Yunpeng Gong Chuangliang Zhang Yongjie Hou Lifei Chen Min Jiang AAML 54 15 0 18 Jul 2024
GeometrySticker: Enabling Ownership Claim of Recolorized Neural Radiance Fields Xiufeng Huang Ka Chun Cheung Simon See Renjie Wan 107 6 0 18 Jul 2024
CCSRP: Robust Pruning of Spiking Neural Networks through Cooperative Coevolution J. Reif Jiakang Li Songning Lai Alexander Fay AAML 77 0 0 18 Jul 2024
PG-Attack: A Precision-Guided Adversarial Attack Framework Against Vision Foundation Models for Autonomous Driving Jiyuan Fu Zhaoyu Chen Kaixun Jiang Haijing Guo Shuyong Gao Wenqiang Zhang AAML 83 1 0 18 Jul 2024
Distributionally and Adversarially Robust Logistic Regression via Intersecting Wasserstein Balls Aras Selvi Eleonora Kreacic Mohsen Ghassemi Vamsi K. Potluru T. Balch Manuela Veloso 141 0 0 18 Jul 2024
Improving SAM Requires Rethinking its Optimization Formulation Wanyun Xie Fabian Latorre Kimon Antonakopoulos Thomas Pethick Volkan Cevher 95 2 0 17 Jul 2024
Benchmarking Robust Self-Supervised Learning Across Diverse Downstream Tasks Antoni Kowalczuk Jan Dubiñski Atiyeh Ashari Ghomi Yi Sui George Stein Jiapeng Wu Jesse C. Cresswell Franziska Boenisch Adam Dziedzic SSL AAML 80 3 0 17 Jul 2024
Data-driven Verification of DNNs for Object Recognition Clemens Otte Yinchong Yang Danny Benlin Oswan AAML 72 0 0 17 Jul 2024
Preventing Catastrophic Overfitting in Fast Adversarial Training: A Bi-level Optimization Perspective Zhaoxin Wang Handing Wang Cong Tian Yaochu Jin AAML 103 3 0 17 Jul 2024
Variational Randomized Smoothing for Sample-Wise Adversarial Robustness Ryo Hase Ye Wang T. Koike-Akino Jing Liu K. Parsons AAML 41 0 0 16 Jul 2024
Learning on Graphs with Large Language Models(LLMs): A Deep Dive into Model Robustness Kai Guo Zewen Liu Zhikai Chen Hongzhi Wen Wei Jin Jiliang Tang Yi Chang AAML 75 6 0 16 Jul 2024
Investigating Imperceptibility of Adversarial Attacks on Tabular Data: An Empirical Analysis Zhipeng He Chun Ouyang Laith Alzubaidi Alistair Barros Catarina Moreira AAML 77 1 0 16 Jul 2024
Model Inversion Attacks Through Target-Specific Conditional Diffusion Models Ouxiang Li Yanbin Hao Zhicai Wang Bin Zhu Shuo Wang Zaixi Zhang Fuli Feng DiffM 60 3 0 16 Jul 2024
Does Refusal Training in LLMs Generalize to the Past Tense? Maksym Andriushchenko Nicolas Flammarion 142 36 0 16 Jul 2024
SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge Hao Ding Tuxun Lu Yuqian Zhang Ruixing Liang Hongchao Shu ... Bo Wang Marcos Fernández-Rodríguez Estevao Lima João L. Vilaça Mathias Unberath 255 4 0 16 Jul 2024
Towards Adversarially Robust Vision-Language Models: Insights from Design Choices and Prompt Formatting Techniques Rishika Bhagwatkar Shravan Nayak Reza Bayat Alexis Roger Daniel Z Kaplan P. Bashivan Irina Rish AAML VLM 82 2 0 15 Jul 2024
PartImageNet++ Dataset: Scaling up Part-based Models for Robust Recognition Xiao-Li Li Yining Liu Na Dong Sitian Qin Xiaolin Hu 87 4 0 15 Jul 2024
Backdoor Attacks against Image-to-Image Networks Wenbo Jiang Hongwei Li Jiaming He Rui Zhang Guowen Xu Tianwei Zhang Rongxing Lu AAML 71 5 0 15 Jul 2024
An integrated perspective of robustness in regression through the lens of the bias-variance trade-off Akifumi Okuno 65 0 0 15 Jul 2024
Representation Learning and Identity Adversarial Training for Facial Behavior Understanding Mang Ning A. A. Salah Itir Onal Ertugrul CVBM 178 5 0 15 Jul 2024
Disrupting Diffusion-based Inpainters with Semantic Digression Geonho Son Juhun Lee Simon S. Woo DiffM 65 4 0 14 Jul 2024
Transferable 3D Adversarial Shape Completion using Diffusion Models Xuelong Dai Bin Xiao DiffM 3DPC 99 0 0 14 Jul 2024
Augmented Neural Fine-Tuning for Efficient Backdoor Purification Nazmul Karim Abdullah Al Arafat Umar Khalid Zhishan Guo Nazanin Rahnavard AAML 94 1 0 14 Jul 2024
SemiAdv: Query-Efficient Black-Box Adversarial Attack with Unlabeled Images Mingyuan Fan Yang Liu Cen Chen Ximeng Liu AAML 62 0 0 13 Jul 2024
Deep Adversarial Defense Against Multilevel-Lp Attacks Ren Wang Yuxuan Li Alfred Hero AAML 68 0 0 12 Jul 2024
Evaluating the Adversarial Robustness of Semantic Segmentation: Trying Harder Pays Off L. Halmosi Bálint Mohos Márk Jelasity AAML 76 1 0 12 Jul 2024
Refusing Safe Prompts for Multi-modal Large Language Models Zedian Shao Hongbin Liu Yuepeng Hu Neil Zhenqiang Gong MLLM LRM 82 1 0 12 Jul 2024
Revealing the Dark Secrets of Extremely Large Kernel ConvNets on Robustness Honghao Chen Yurong Zhang Xiaokun Feng Xiangxiang Chu Kaiqi Huang AAML 83 6 0 12 Jul 2024
Single-Image Shadow Removal Using Deep Learning: A Comprehensive Survey Laniqng Guo Chong Wang Yufei Wang Siyu Huang Wenhan Yang Alex C. Kot Bihan Wen 97 6 0 11 Jul 2024
How to beat a Bayesian adversary Zihan Ding Kexin Jin J. Latz Chenguang Liu AAML BDL 82 0 0 11 Jul 2024
Controlling the Fidelity and Diversity of Deep Generative Models via Pseudo Density Shuangqi Li Chen Liu Tong Zhang Hieu Le Sabine Süsstrunk Mathieu Salzmann DiffM 99 2 0 11 Jul 2024
Quantitative Evaluation of the Saliency Map for Alzheimer's Disease Classifier with Anatomical Segmentation Yihan Zhang Xuanshuo Zhang Wei Wu Haohan Wang 72 0 0 11 Jul 2024
Rethinking the Threat and Accessibility of Adversarial Attacks against Face Recognition Systems Yuxin Cao Yumeng Zhu Derui Wang Sheng Wen Minhui Xue Jin Lu Hao Ge AAML 73 0 0 11 Jul 2024
HO-FMN: Hyperparameter Optimization for Fast Minimum-Norm Attacks Raffaele Mura Giuseppe Floris Luca Scionis Giorgio Piras Maura Pintor Ambra Demontis Giorgio Giacinto Battista Biggio Fabio Roli AAML 88 0 0 11 Jul 2024
A Comprehensive Survey on the Security of Smart Grid: Challenges, Mitigations, and Future Research Opportunities Arastoo Zibaeirad Farnoosh Koleini Shengping Bi Tao Hou Tao Wang AAML 81 16 0 10 Jul 2024