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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
Crafting Physical Adversarial Examples by Combining Differentiable and Physically Based Renders Yuqiu Liu Huanqian Yan Xiaopei Zhu Xiaolin Hu L. Tang Hang Su Chen Lv 46 0 0 07 May 2025
Input-Specific and Universal Adversarial Attack Generation for Spiking Neural Networks in the Spiking Domain Spyridon Raptis Haralampos-G. Stratigopoulos AAML 72 0 0 07 May 2025
Adversarial Attacks in Multimodal Systems: A Practitioner's Survey Shashank Kapoor Sanjay Surendranath Girija Lakshit Arora Dipen Pradhan Ankit Shetgaonkar Aman Raj AAML 170 0 0 06 May 2025
Framework GNN-AID: Graph Neural Network Analysis Interpretation and Defense Kirill Lukyanov Mikhail Drobyshevskiy Georgii Sazonov Mikhail Soloviov Ilya Makarov GNN 120 0 0 06 May 2025
Robustness in AI-Generated Detection: Enhancing Resistance to Adversarial Attacks Sun Haoxuan Hong Yan Zhan Jiahui Chen Haoxing Lan Jun Zhu Huijia Wang Weiqiang Zhang Liqing Zhang Jianfu AAML 406 0 0 06 May 2025
BadLingual: A Novel Lingual-Backdoor Attack against Large Language Models Ziyi Wang Hongwei Li Rui Zhang Wenbo Jiang Kangjie Chen Tianwei Zhang Qingchuan Zhao Guowen Xu AAML 99 0 0 06 May 2025
Data-Driven Falsification of Cyber-Physical Systems Atanu Kundu Sauvik Gon Rajarshi Ray AAML AI4CE 96 4 0 06 May 2025
Entropy-Guided Sampling of Flat Modes in Discrete Spaces Pinaki Mohanty Riddhiman Bhattacharya Ruqi Zhang 438 0 0 05 May 2025
Adversarial Robustness Analysis of Vision-Language Models in Medical Image Segmentation Anjila Budathoki Manish Dhakal AAML 107 1 0 05 May 2025
Robustness questions the interpretability of graph neural networks: what to do? Kirill Lukyanov Georgii Sazonov Serafim Boyarsky Ilya Makarov AAML 463 0 0 05 May 2025
Lightweight Defense Against Adversarial Attacks in Time Series Classification Yi Han AAML 73 0 0 04 May 2025
Negative Stepsizes Make Gradient-Descent-Ascent Converge Henry Shugart Jason M. Altschuler 78 0 0 02 May 2025
Constrained Network Adversarial Attacks: Validity, Robustness, and Transferability Anass Grini Oumaima Taheri Btissam El Khamlichi Amal El Fallah-Seghrouchni AAML 126 0 0 02 May 2025
Gender Bias in Explainability: Investigating Performance Disparity in Post-hoc Methods Mahdi Dhaini Ege Erdogan Nils Feldhus Gjergji Kasneci 102 0 0 02 May 2025
Diffusion-based Adversarial Purification from the Perspective of the Frequency Domain Gaozheng Pei Ke Ma Yingfei Sun Qianqian Xu Qingming Huang DiffM 84 0 0 02 May 2025
Risk Analysis and Design Against Adversarial Actions M. Campi A. Carè Luis G. Crespo S. Garatti Federico A. Ramponi AAML 445 0 0 02 May 2025
Quantum Support Vector Regression for Robust Anomaly Detection Kilian Tscharke Maximilian Wendlinger Sebastian Issel Pascal Debus AAML 76 0 0 02 May 2025
Transferable Adversarial Attacks on Black-Box Vision-Language Models Kai Hu Weichen Yu Lefei Zhang Alexander Robey Andy Zou Chengming Xu Haoqi Hu Matt Fredrikson AAML VLM 130 2 0 02 May 2025
A General Framework for Property-Driven Machine Learning Thomas Flinkow Marco Casadio Colin Kessler Rosemary Monahan Ekaterina Komendantskaya AAML 132 2 0 01 May 2025
How to Backdoor the Knowledge Distillation Chien-Sheng Wu Qian Ma P. Mitra Sencun Zhu AAML 85 0 0 30 Apr 2025
SFIBA: Spatial-based Full-target Invisible Backdoor Attacks Yangxu Yin H. Chen Yudong Gao Peng Sun Zehan Li Wen Liu AAML 69 0 0 29 Apr 2025
Robustness via Referencing: Defending against Prompt Injection Attacks by Referencing the Executed Instruction Yuxiao Chen Haoran Li Yuan Sui Yi Liu Yufei He Yangqiu Song Bryan Hooi AAML SILM 153 1 0 29 Apr 2025
Evaluation and Verification of Physics-Informed Neural Models of the Grad-Shafranov Equation Fauzan Nazranda Rizqan Matthew Hole Charles Gretton 117 0 0 29 Apr 2025
A Cryptographic Perspective on Mitigation vs. Detection in Machine Learning Greg Gluch Shafi Goldwasser AAML 135 0 0 28 Apr 2025
The Dark Side of Digital Twins: Adversarial Attacks on AI-Driven Water Forecasting Mohammadhossein Homaei Victor Gonzalez Morales Oscar Mogollon-Gutierrez Andrés Caro AAML 56 0 0 28 Apr 2025
CapsFake: A Multimodal Capsule Network for Detecting Instruction-Guided Deepfakes Tuan Nguyen Naseem Khan Issa Khalil AAML 167 0 0 27 Apr 2025
Optimal Hyperspectral Undersampling Strategy for Satellite Imaging Vita V. Vlasova Vladimir G. Kuzmin Maria S. Varetsa Natalia A. Ibragimova Oleg Y. Rogov Elena V. Lyapuntsova 70 0 0 27 Apr 2025
Unveiling and Mitigating Adversarial Vulnerabilities in Iterative Optimizers Elad Sofer Tomer Shaked Caroline Chaux Nir Shlezinger AAML 74 1 0 26 Apr 2025
Edge-Based Learning for Improved Classification Under Adversarial Noise Manish Kansana Keyan Alexander Rahimi Elias Hossain Iman Dehzangi Noorbakhsh Amiri Golilarz AAML 63 0 0 25 Apr 2025
Unveiling Hidden Vulnerabilities in Digital Human Generation via Adversarial Attacks Zhiyu Li Yeying Jin Fan Shen Zhi Liu Weibin Chen ... Boyu Chen Michael Shen Kejian Wu Zhaoxin Fan Jin Dong AAML 77 1 0 24 Apr 2025
On the Generalization of Adversarially Trained Quantum Classifiers Petros Georgiou Aaron Mark Thomas Sharu Theresa Jose Osvaldo Simeone AAML 77 1 0 24 Apr 2025
Enhancing Variational Autoencoders with Smooth Robust Latent Encoding Hyomin Lee Minseon Kim Sangwon Jang Jongheon Jeong Sung Ju Hwang DiffM AAML 71 2 0 24 Apr 2025
Fine-Tuning Adversarially-Robust Transformers for Single-Image Dehazing Vlad Vasilescu Ana Neacsu Daniela Faur ViT 84 0 0 24 Apr 2025
DCT-Shield: A Robust Frequency Domain Defense against Malicious Image Editing Aniruddha Bala Rohit Chowdhury Rohan Jaiswal Siddharth Roheda DiffM AAML 105 0 0 24 Apr 2025
Seeking Flat Minima over Diverse Surrogates for Improved Adversarial Transferability: A Theoretical Framework and Algorithmic Instantiation Meixi Zheng Kehan Wu Yanbo Fan Rui Huang Baoyuan Wu AAML 76 0 0 23 Apr 2025
$Property-Preserving Hashing for $\ell_1$-Distance Predicates: Applications to Countering Adversarial Input Attacks$ Property-Preserving Hashing for $\ell_1$ -Distance Predicates: Applications to Countering Adversarial Input Attacks Hassan Jameel Asghar Chenhan Zhang Dali Kaafar AAML 50 0 0 23 Apr 2025
Human-Imperceptible Physical Adversarial Attack for NIR Face Recognition Models Songyan Xie Jinghang Wen Encheng Su Qiucheng Yu AAML PICV 63 0 0 22 Apr 2025
Adversarial Observations in Weather Forecasting Erik Imgrund Thorsten Eisenhofer Konrad Rieck AAML 61 0 0 22 Apr 2025
Fast Adversarial Training with Weak-to-Strong Spatial-Temporal Consistency in the Frequency Domain on Videos Songping Wang Hanqing Liu Yueming Lyu Xiantao Hu Ziwen He Wenjie Wang Caifeng Shan Lei Wang AAML 383 1 0 21 Apr 2025
Verifying Robust Unlearning: Probing Residual Knowledge in Unlearned Models Hao Xuan Xingyu Li AAML MU 103 1 0 21 Apr 2025
Towards Model Resistant to Transferable Adversarial Examples via Trigger Activation Yi Yu Song Xia Xun Lin Chenqi Kong Wenhan Yang Shijian Lu Yap-Peng Tan Alex C. Kot AAML SILM 576 1 0 20 Apr 2025
Rethinking Target Label Conditioning in Adversarial Attacks: A 2D Tensor-Guided Generative Approach Hangyu Liu Bo Peng Pengxiang Ding Donglin Wang AAML 107 0 0 19 Apr 2025
Q-FAKER: Query-free Hard Black-box Attack via Controlled Generation CheolWon Na YunSeok Choi Jee-Hyong Lee AAML 71 0 0 18 Apr 2025
DYNAMITE: Dynamic Defense Selection for Enhancing Machine Learning-based Intrusion Detection Against Adversarial Attacks Jing Chen Onat Gungor Zhengli Shang Elvin Li T. Rosing AAML 78 0 0 17 Apr 2025
Privacy Protection Against Personalized Text-to-Image Synthesis via Cross-image Consistency Constraints Guanyu Wang Kaidi Wang Yihao Huang Mingyi Zhou Zhang Qing cnwatcher Geguang Pu Li Li DiffM PICV 110 0 0 17 Apr 2025
Quantum Computing Supported Adversarial Attack-Resilient Autonomous Vehicle Perception Module for Traffic Sign Classification Reek Majumder M. Chowdhury S. Khan Zadid Khan Fahim Ahmad Frank Ngeni G. Comert Judith Mwakalonge Dimitra Michalaka AAML 40 0 0 17 Apr 2025
SemDiff: Generating Natural Unrestricted Adversarial Examples via Semantic Attributes Optimization in Diffusion Models Zeyu Dai Shengcai Liu Rui He Jiahao Wu Ning Lu Wenqi Fan Qing Li Ke Tang DiffM AAML 144 0 0 16 Apr 2025
Towards Spatially-Aware and Optimally Faithful Concept-Based Explanations Shubham Kumar Dwip Dalal Narendra Ahuja 85 0 0 15 Apr 2025
QAVA: Query-Agnostic Visual Attack to Large Vision-Language Models Yudong Zhang Ruobing Xie Jiansheng Chen Xingwu Sun Zhanhui Kang Yu Wang AAML 86 1 0 15 Apr 2025
Defending Against Frequency-Based Attacks with Diffusion Models Fatemeh Amerehi Patrick Healy AAML 85 0 0 15 Apr 2025