Towards Deep Learning Models Resistant to Adversarial Attacks

19 June 2017

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

50 / 6,508 papers shown

Title
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 35 0 0 06 Apr 2025
Embedding Hidden Adversarial Capabilities in Pre-Trained Diffusion Models Lucas Beerens D. Higham DiffM WIGM 60 0 0 05 Apr 2025
Bridging the Theoretical Gap in Randomized Smoothing Blaise Delattre Paul Caillon Quentin Barthélemy Erwan Fagnou Alexandre Allauzen AAML 58 0 0 03 Apr 2025
A Study on Adversarial Robustness of Discriminative Prototypical Learning Ramin Zarei-Sabzevar Hamed Mohammadzadeh Tahmineh Tavakoli Ahad Harati AAML 21 0 0 03 Apr 2025
Randomized Pairwise Learning with Adaptive Sampling: A PAC-Bayes Analysis Sijia Zhou Yunwen Lei Ata Kabán 34 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 28 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 49 0 0 03 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 68 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 49 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 44 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 60 0 0 02 Apr 2025
Robust Unsupervised Domain Adaptation for 3D Point Cloud Segmentation Under Source Adversarial Attacks Yiming Li Junjie Chen Yuecong Xu Kemi Ding 3DPC 44 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 57 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 51 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 62 0 0 01 Apr 2025
Towards Benchmarking and Assessing the Safety and Robustness of Autonomous Driving on Safety-critical Scenarios Jingzheng Li X. Liu Shikui Wei Zhijun Chen Yangqiu Song Qing Guo Xianqi Yang Yanjun Pu Jiakai Wang AAML ELM 74 0 0 31 Mar 2025
A Survey on Unlearnable Data Jiahao Li Yiqiang Chen Yunbing Xing Yang Gu Xiangyuan Lan AAML 58 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 185 0 0 30 Mar 2025
Nested Stochastic Gradient Descent for (Generalized) Sinkhorn Distance-Regularized Distributionally Robust Optimization Yuqing Yang Yi Zhou Zhaosong Lu 49 0 0 29 Mar 2025
Data-Free Universal Attack by Exploiting the Intrinsic Vulnerability of Deep Models YangTian Yan Jinyu Tian AAML FedML 70 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 89 0 0 27 Mar 2025
Learning Data-Driven Uncertainty Set Partitions for Robust and Adaptive Energy Forecasting with Missing Data Akylas Stratigakos Panagiotis Andrianesis 68 0 0 26 Mar 2025
Feature Statistics with Uncertainty Help Adversarial Robustness Ran A. Wang Xinlei Zhou Rihao Li Meng Hu Wenhui Wu Yuheng Jia AAML 82 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 53 2 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 90 1 0 26 Mar 2025
Diffusion Counterfactuals for Image Regressors Trung Duc Ha Sidney Bender DiffM 87 0 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 91 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 78 0 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 65 1 0 26 Mar 2025
Fundamental Limits of Perfect Concept Erasure Somnath Basu Roy Chowdhury Avinava Dubey Ahmad Beirami Rahul Kidambi Nicholas Monath Amr Ahmed Snigdha Chaturvedi 66 0 0 25 Mar 2025
Geometric Meta-Learning via Coupled Ricci Flow: Unifying Knowledge Representation and Quantum Entanglement Ming Lei Christophe Baehr AI4CE 38 0 0 25 Mar 2025
Quality-focused Active Adversarial Policy for Safe Grasping in Human-Robot Interaction Chenghao Li Razvan Beuran Nak Young Chong AAML 46 0 0 25 Mar 2025
Stop Walking in Circles! Bailing Out Early in Projected Gradient Descent Philip Doldo Derek Everett Amol Khanna A. Nguyen Edward Raff AAML 46 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 38 0 0 25 Mar 2025
SITA: Structurally Imperceptible and Transferable Adversarial Attacks for Stylized Image Generation Jingdan Kang Haoxin Yang Yan Cai Huaidong Zhang Xuemiao Xu Yong Du Shengfeng He AAML 49 0 0 25 Mar 2025
Bitstream Collisions in Neural Image Compression via Adversarial Perturbations Jordan Madden Lhamo Dorje Xiaohua Li AAML 47 0 0 25 Mar 2025
LLaVAction: evaluating and training multi-modal large language models for action recognition Shaokai Ye Haozhe Qi Alexander Mathis Mackenzie W. Mathis 70 1 0 24 Mar 2025
STShield: Single-Token Sentinel for Real-Time Jailbreak Detection in Large Language Models Xunguang Wang Wenxuan Wang Zhenlan Ji Zongjie Li Pingchuan Ma Daoyuan Wu Shuai Wang 50 0 0 23 Mar 2025
EasyRobust: A Comprehensive and Easy-to-use Toolkit for Robust and Generalized Vision Xiaofeng Mao YueFeng Chen Rong Zhang Hui Xue Zhao Li Hang Su AAML VLM 43 0 0 21 Mar 2025
Robustness of deep learning classification to adversarial input on GPUs: asynchronous parallel accumulation is a source of vulnerability Sanjif Shanmugavelu Mathieu Taillefumier Christopher Culver Vijay Ganesh Oscar Hernandez Ada Sedova AAML 38 0 0 21 Mar 2025
Principal Eigenvalue Regularization for Improved Worst-Class Certified Robustness of Smoothed Classifiers Gaojie Jin Tianjin Huang Ronghui Mu Xiaowei Huang AAML 51 0 0 21 Mar 2025
Beyond Accuracy: What Matters in Designing Well-Behaved Models? Robin Hesse Doğukan Bağcı Bernt Schiele Simone Schaub-Meyer Stefan Roth VLM 62 0 0 21 Mar 2025
Opportunities and Challenges of Frontier Data Governance With Synthetic Data Madhavendra Thakur Jason Hausenloy 51 0 0 21 Mar 2025
Rethinking Robustness in Machine Learning: A Posterior Agreement Approach João B. S. Carvalho Alessandro Torcinovich Victor Jimenez Rodriguez Antonio Emanuele Cinà Carlos Cotrini Lea Schönherr J. M. Buhmann OOD 68 0 0 20 Mar 2025
REVAL: A Comprehension Evaluation on Reliability and Values of Large Vision-Language Models Jie M. Zhang Zheng Yuan Ziyi Wang Bei Yan Sibo Wang Xiangkui Cao Zonghui Guo Shiguang Shan Xilin Chen ELM 47 0 0 20 Mar 2025
SpiLiFormer: Enhancing Spiking Transformers with Lateral Inhibition Zeqi Zheng Yanchen Huang Yingchao Yu Zizheng Zhu Junfeng Tang Zhaofei Yu Yaochu Jin 39 0 0 20 Mar 2025
Narrowing Class-Wise Robustness Gaps in Adversarial Training Fatemeh Amerehi Patrick Healy 45 0 0 20 Mar 2025
Unified Enhancement of the Generalization and Robustness of Language Models via Bi-Stage Optimization Yizhou Sun Juan Yin Juan Zhao Fan Zhang Yongheng Liu Hongji Chen 42 0 0 19 Mar 2025
On the Robustness Tradeoff in Fine-Tuning Kunyang Li Jean-Charles Noirot Ferrand Ryan Sheatsley Blaine Hoak Yohan Beugin Eric Pauley Patrick McDaniel 64 0 0 19 Mar 2025
LipShiFT: A Certifiably Robust Shift-based Vision Transformer Rohan Menon Nicola Franco Stephan Günnemann 53 0 0 18 Mar 2025