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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
Defending Against Frequency-Based Attacks with Diffusion Models Fatemeh Amerehi Patrick Healy AAML 85 0 0 15 Apr 2025
An Investigation of Large Language Models and Their Vulnerabilities in Spam Detection Qiyao Tang Xiangyang Li 38 1 0 14 Apr 2025
DropoutGS: Dropping Out Gaussians for Better Sparse-view Rendering Yexing Xu Longguang Wang Minglin Chen Sheng Ao Li Li Yulan Guo 114 0 0 13 Apr 2025
From Visual Explanations to Counterfactual Explanations with Latent Diffusion Tung Luu Nam Le Duc Le Bac Le DiffM AAML FAtt 218 0 0 12 Apr 2025
Toward Spiking Neural Network Local Learning Modules Resistant to Adversarial Attacks Jiaqi Lin Abhronil Sengupta AAML 77 0 0 11 Apr 2025
Adversarial Examples in Environment Perception for Automated Driving (Review) Jun Yan Huilin Yin AAML 93 0 0 11 Apr 2025
On Transfer-based Universal Attacks in Pure Black-box Setting M. Jalwana Naveed Akhtar Ajmal Mian Nazanin Rahnavard Mubarak Shah AAML 73 0 0 11 Apr 2025
Robust SAM: On the Adversarial Robustness of Vision Foundation Models Jiahuan Long Zhengqin Xu Tingsong Jiang Wen Yao Shuai Jia Chao Ma Xiaoqian Chen AAML VLM 98 1 0 11 Apr 2025
A Knowledge-guided Adversarial Defense for Resisting Malicious Visual Manipulation Dawei Zhou Suzhi Gang Decheng Liu Tongliang Liu N. Wang Xinbo Gao AAML 110 0 0 11 Apr 2025
Min-Max Optimisation for Nonconvex-Nonconcave Functions Using a Random Zeroth-Order Extragradient Algorithm Amir Ali Farzin Yuen-Man Pun Philipp Braun Antoine Lesage-Landry Youssef Diouane Iman Shames 78 1 0 10 Apr 2025
Mind the Trojan Horse: Image Prompt Adapter Enabling Scalable and Deceptive Jailbreaking Junxi Chen Junhao Dong Xiaohua Xie 89 0 0 08 Apr 2025
Towards Calibration Enhanced Network by Inverse Adversarial Attack Yupeng Cheng Zi Pong Lim Sarthak Ketanbhai Modi Yon Shin Teo Yushi Cao Shang-Wei Lin AAML 48 0 0 08 Apr 2025
On the Robustness of GUI Grounding Models Against Image Attacks Haoren Zhao Tianyi Chen Zhen Wang AAML 120 3 0 07 Apr 2025
Secure Diagnostics: Adversarial Robustness Meets Clinical Interpretability Mohammad Hossein Najafi Mohammad Morsali Mohammadreza Pashanejad Saman Soleimani Roudi Mohammad Norouzi Saeed Bagheri Shouraki AAML 109 0 0 07 Apr 2025
Don't Lag, RAG: Training-Free Adversarial Detection Using RAG Roie Kazoom Raz Lapid Moshe Sipper Ofer Hadar VLM ObjD AAML 137 0 0 07 Apr 2025
Two is Better than One: Efficient Ensemble Defense for Robust and Compact Models Yoojin Jung Byung Cheol Song AAML VLM MQ 91 0 0 07 Apr 2025
SINCon: Mitigate LLM-Generated Malicious Message Injection Attack for Rumor Detection Mingqing Zhang Qiang Liu Xiang Tao Shu Wu Liang Wang 59 0 0 07 Apr 2025
WeiDetect: Weibull Distribution-Based Defense against Poisoning Attacks in Federated Learning for Network Intrusion Detection Systems S. Mandelli Vinod Puthuvath Anderson Rocha Rafidha Rehiman K. A. Mauro Conti AAML 81 0 0 06 Apr 2025
Embedding Hidden Adversarial Capabilities in Pre-Trained Diffusion Models Lucas Beerens D. Higham DiffM WIGM 91 0 0 05 Apr 2025
Bridging the Theoretical Gap in Randomized Smoothing Blaise Delattre Paul Caillon Quentin Barthélemy Erwan Fagnou Alexandre Allauzen AAML 157 0 0 03 Apr 2025
Randomized Pairwise Learning with Adaptive Sampling: A PAC-Bayes Analysis Sijia Zhou Yunwen Lei Ata Kabán 146 0 0 03 Apr 2025
Properties of Fixed Points of Generalised Extra Gradient Methods Applied to Min-Max Problems Amir Ali Farzin Yuen-Man Pun Philipp Braun Iman Shames 56 0 0 03 Apr 2025
A Study on Adversarial Robustness of Discriminative Prototypical Learning Ramin Zarei-Sabzevar Hamed Mohammadzadeh Tahmineh Tavakoli Ahad Harati AAML 89 0 0 03 Apr 2025
Multifaceted Evaluation of Audio-Visual Capability for MLLMs: Effectiveness, Efficiency, Generalizability and Robustness Yusheng Zhao Junyu Luo Zhiyuan Ning Weizhi Zhang Zhiping Xiao Wei Ju Philip S. Yu Ming Zhang AuLLM 111 0 0 03 Apr 2025
Robust Unsupervised Domain Adaptation for 3D Point Cloud Segmentation Under Source Adversarial Attacks Haoyang Li Junjie Chen Yuecong Xu Kemi Ding 3DPC 89 0 0 02 Apr 2025
AdPO: Enhancing the Adversarial Robustness of Large Vision-Language Models with Preference Optimization Chaohu Liu Tianyi Gui Yu Liu Linli Xu VLM AAML 126 1 0 02 Apr 2025
One Pic is All it Takes: Poisoning Visual Document Retrieval Augmented Generation with a Single Image Ezzeldin Shereen Dan Ristea Burak Hasircioglu Shae McFadden V. Mavroudis Chris Hicks 186 0 0 02 Apr 2025
LightDefense: A Lightweight Uncertainty-Driven Defense against Jailbreaks via Shifted Token Distribution Zhuoran Yang Jie Peng Zhen Tan Tianlong Chen Yanyong Zhang AAML 76 0 0 02 Apr 2025
Leveraging Generalizability of Image-to-Image Translation for Enhanced Adversarial Defense Haibo Zhang Zhihua Yao Kouichi Sakurai Takeshi Saitoh AAML 95 0 0 02 Apr 2025
Whispering Under the Eaves: Protecting User Privacy Against Commercial and LLM-powered Automatic Speech Recognition Systems Weifei Jin Yuxin Cao Junjie Su Derui Wang Yedi Zhang Minhui Xue Jie Hao Jin Song Dong Yixian Yang AAML 79 0 0 01 Apr 2025
Geometric Median Matching for Robust k-Subset Selection from Noisy Data Anish Acharya Sujay Sanghavi Alexandros G. Dimakis Inderjit S Dhillon AAML 185 0 0 01 Apr 2025
Unleashing the Power of Pre-trained Encoders for Universal Adversarial Attack Detection Yinghe Zhang Chi Liu S. Kevin Zhou Sheng Shen Peng Gui AAML 133 0 0 01 Apr 2025
Towards Benchmarking and Assessing the Safety and Robustness of Autonomous Driving on Safety-critical Scenarios Jingzheng Li Xianglong Liu Shikui Wei Zhijun Chen Yangqiu Song Qing Guo Xianqi Yang Yanjun Pu Jiakai Wang AAML ELM 163 0 0 31 Mar 2025
A Survey on Unlearnable Data Jiahao Li Yiqiang Chen Yunbing Xing Yang Gu Xiangyuan Lan AAML 116 0 0 30 Mar 2025
Revisiting the Relationship between Adversarial and Clean Training: Why Clean Training Can Make Adversarial Training Better MingWei Zhou Xiaobing Pei AAML 449 0 0 30 Mar 2025
Nested Stochastic Algorithm for Generalized Sinkhorn distance-Regularized Distributionally Robust Optimization Yue Yang Yi Zhou Zhaosong Lu 120 0 0 29 Mar 2025
Data-Free Universal Attack by Exploiting the Intrinsic Vulnerability of Deep Models YangTian Yan Jinyu Tian AAML FedML 123 0 0 28 Mar 2025
Adversarial Wear and Tear: Exploiting Natural Damage for Generating Physical-World Adversarial Examples Samra Irshad Seungkyu Lee Nassir Navab Hong Joo Lee S. T. Kim GAN AAML 136 0 0 27 Mar 2025
Feature Statistics with Uncertainty Help Adversarial Robustness Ran A. Wang Xinlei Zhou Meng Hu Rihao Li Wenhui Wu Yuheng Jia AAML 122 0 0 26 Mar 2025
Robust Deep Reinforcement Learning in Robotics via Adaptive Gradient-Masked Adversarial Attacks Zongyuan Zhang Tianyang Duan Zheng Lin Dong Huang Zihan Fang ... Ling Xiong Hongbin Liang Heming Cui Yong Cui Yue Gao AAML 87 2 0 26 Mar 2025
Learning Data-Driven Uncertainty Set Partitions for Robust and Adaptive Energy Forecasting with Missing Data Akylas Stratigakos Panagiotis Andrianesis 102 0 0 26 Mar 2025
Diffusion Counterfactuals for Image Regressors Trung Duc Ha Sidney Bender DiffM 124 1 0 26 Mar 2025
State-Aware Perturbation Optimization for Robust Deep Reinforcement Learning Zongyuan Zhang Tianyang Duan Zheng Lin Dong Huang Zihan Fang Zekai Sun Ling Xiong Hongbin Liang Heming Cui Yong Cui AAML 137 1 0 26 Mar 2025
Are We There Yet? Unraveling the State-of-the-Art Graph Network Intrusion Detection Systems Chenglong Wang Pujia Zheng Jiaping Gui Cunqing Hua Wajih Ul Hassan AAML 125 0 0 26 Mar 2025
Lipschitz Constant Meets Condition Number: Learning Robust and Compact Deep Neural Networks Yangqi Feng S. J. Lin Baoyuan Gao Xian Wei AAML 125 1 0 26 Mar 2025
Protecting Your Video Content: Disrupting Automated Video-based LLM Annotations Haitong Liu Kuofeng Gao Yang Bai Jinmin Li Jinxiao Shan Tao Dai Shu-Tao Xia AAML 118 1 0 26 Mar 2025
Geometric Meta-Learning via Coupled Ricci Flow: Unifying Knowledge Representation and Quantum Entanglement Ming Lei Christophe Baehr AI4CE 66 0 0 25 Mar 2025
Fundamental Limits of Perfect Concept Erasure Somnath Basu Roy Chowdhury Avinava Dubey Ahmad Beirami Rahul Kidambi Nicholas Monath Amr Ahmed Snigdha Chaturvedi 107 1 0 25 Mar 2025
Quality-focused Active Adversarial Policy for Safe Grasping in Human-Robot Interaction Chenghao Li Razvan Beuran Nak Young Chong AAML 135 0 0 25 Mar 2025
Towards Imperceptible Adversarial Attacks for Time Series Classification with Local Perturbations and Frequency Analysis Wenwei Gu Renyi Zhong Jianping Zhang Michael R. Lyu AAML 91 0 0 25 Mar 2025