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
A Generalised Framework for Property-Driven Machine Learning Thomas Flinkow Marco Casadio Colin Kessler Rosemary Monahan Ekaterina Komendantskaya AAML 62 1 0 01 May 2025
How to Backdoor the Knowledge Distillation C. Wu Qian Ma P. Mitra Sencun Zhu AAML 32 0 0 30 Apr 2025
SFIBA: Spatial-based Full-target Invisible Backdoor Attacks Yangxu Yin H. Chen Yudong Gao Peng Sun Zehan Li Wei Liu AAML 45 0 0 29 Apr 2025
Evaluation and Verification of Physics-Informed Neural Models of the Grad-Shafranov Equation Fauzan Nazranda Rizqan Matthew Hole Charles Gretton 43 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 63 0 0 29 Apr 2025
A Cryptographic Perspective on Mitigation vs. Detection in Machine Learning Greg Gluch Shafi Goldwasser AAML 37 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 31 0 0 28 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 21 0 0 27 Apr 2025
CapsFake: A Multimodal Capsule Network for Detecting Instruction-Guided Deepfakes Tuan Nguyen Naseem Khan Issa Khalil AAML 64 0 0 27 Apr 2025
Unveiling and Mitigating Adversarial Vulnerabilities in Iterative Optimizers Elad Sofer Tomer Shaked Caroline Chaux Nir Shlezinger AAML 45 0 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 34 0 0 25 Apr 2025
DCT-Shield: A Robust Frequency Domain Defense against Malicious Image Editing Aniruddha Bala Rohit Chowdhury Rohan Jaiswal Siddharth Roheda DiffM AAML 79 0 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 39 1 0 24 Apr 2025
On the Generalization of Adversarially Trained Quantum Classifiers Petros Georgiou Aaron Mark Thomas Sharu Theresa Jose Osvaldo Simeone AAML 34 0 0 24 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 44 1 0 24 Apr 2025
Fine-Tuning Adversarially-Robust Transformers for Single-Image Dehazing Vlad Vasilescu Ana Neacsu Daniela Faur ViT 29 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 39 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 19 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 29 0 0 22 Apr 2025
Adversarial Observations in Weather Forecasting Erik Imgrund Thorsten Eisenhofer Konrad Rieck AAML 34 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 Luu Anh Tuan Caifeng Shan Lei Wang AAML 121 0 0 21 Apr 2025
Verifying Robust Unlearning: Probing Residual Knowledge in Unlearned Models Hao Xuan Xingyu Li AAML MU 48 0 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 184 0 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 28 0 0 19 Apr 2025
Q-FAKER: Query-free Hard Black-box Attack via Controlled Generation CheolWon Na YunSeok Choi Jee-Hyong Lee AAML 37 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 42 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 63 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
RDI: An adversarial robustness evaluation metric for deep neural networks based on sample clustering features Jialei Song Xingquan Zuo Feiyang Wang Hai Huang Tianle Zhang AAML 118 0 0 16 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 38 0 0 16 Apr 2025
Defending Against Frequency-Based Attacks with Diffusion Models Fatemeh Amerehi Patrick Healy AAML 33 0 0 15 Apr 2025
R-TPT: Improving Adversarial Robustness of Vision-Language Models through Test-Time Prompt Tuning Lijun Sheng Jian Liang Zihan Wang Ran He AAML VLM 41 0 0 15 Apr 2025
Towards Spatially-Aware and Optimally Faithful Concept-Based Explanations Shubham Kumar Dwip Dalal Narendra Ahuja 26 0 0 15 Apr 2025
QAVA: Query-Agnostic Visual Attack to Large Vision-Language Models Yudong Zhang Ruobing Xie Jiansheng Chen Xingchen Sun Zhanhui Kang Yu Wang AAML 34 0 0 15 Apr 2025
An Investigation of Large Language Models and Their Vulnerabilities in Spam Detection Qiyao Tang Xiangyang Li 26 0 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 34 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 50 0 0 12 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 44 0 0 11 Apr 2025
Adversarial Examples in Environment Perception for Automated Driving (Review) Jun Yan Huilin Yin AAML 34 0 0 11 Apr 2025
Toward Spiking Neural Network Local Learning Modules Resistant to Adversarial Attacks Jiaqi Lin Abhronil Sengupta AAML 31 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 39 1 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 31 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 50 1 0 10 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 26 0 0 08 Apr 2025
Mind the Trojan Horse: Image Prompt Adapter Enabling Scalable and Deceptive Jailbreaking Junxi Chen Junhao Dong Xiaohua Xie 38 0 0 08 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 25 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 63 0 0 07 Apr 2025
On the Robustness of GUI Grounding Models Against Image Attacks Haoren Zhao Tianyi Chen Zhen Wang AAML 44 1 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 22 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 41 0 0 07 Apr 2025