Towards Deep Learning Models Resistant to Adversarial Attacks

19 June 2017

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

50 / 6,484 papers shown

Title
Attacking Multimodal OS Agents with Malicious Image Patches Lukas Aichberger Alasdair Paren Y. Gal Philip H. S. Torr Adel Bibi AAML 51 2 0 13 Mar 2025
Enhancing Facial Privacy Protection via Weakening Diffusion Purification Ali Salar Qing Liu Yingli Tian Guoying Zhao DiffM 46 0 0 13 Mar 2025
AdvPaint: Protecting Images from Inpainting Manipulation via Adversarial Attention Disruption Joonsung Jeon Woo Jae Kim Suhyeon Ha Sooel Son Sung-eui Yoon DiffM AAML 54 0 0 13 Mar 2025
Robustness Tokens: Towards Adversarial Robustness of Transformers Brian Pulfer Yury Belousov S. Voloshynovskiy AAML 37 0 0 13 Mar 2025
Identifying Trustworthiness Challenges in Deep Learning Models for Continental-Scale Water Quality Prediction Xiaobo Xia Xiaofeng Liu Jiale Liu K. Fang Lu Lu Samet Oymak William S. Currie Tongliang Liu 62 0 0 13 Mar 2025
Revisiting Backdoor Attacks on Time Series Classification in the Frequency Domain Y. Huang Mi Zhang Z. Wang Wenxuan Li Min Yang AI4TS AAML 47 0 0 12 Mar 2025
Enhancing Adversarial Example Detection Through Model Explanation Qian Ma Ziping Ye AAML 54 0 0 12 Mar 2025
AdvAD: Exploring Non-Parametric Diffusion for Imperceptible Adversarial Attacks Jin Li Ziqiang He Anwei Luo Jian-Fang Hu Zhong Wang Xiangui Kang DiffM 61 0 0 12 Mar 2025
All Your Knowledge Belongs to Us: Stealing Knowledge Graphs via Reasoning APIs Zhaohan Xi 56 0 0 12 Mar 2025
Tangentially Aligned Integrated Gradients for User-Friendly Explanations Lachlan Simpson Federico Costanza Kyle Millar A. Cheng Cheng-Chew Lim Hong-Gunn Chew FAtt 78 2 0 11 Mar 2025
Adv-CPG: A Customized Portrait Generation Framework with Facial Adversarial Attacks Junying Wang Hongyuan Zhang Yuan Yuan AAML PICV 80 0 0 11 Mar 2025
FairDeFace: Evaluating the Fairness and Adversarial Robustness of Face Obfuscation Methods Seyyed Mohammad Sadegh Moosavi Khorzooghi Poojitha Thota Mohit Singhal Abolfazl Asudeh Gautam Das Shirin Nilizadeh AAML 50 0 0 11 Mar 2025
Seal Your Backdoor with Variational Defense Ivan Sabolić Matej Grcić Sinisa Segvic AAML 115 0 0 11 Mar 2025
Efficient and Accurate Estimation of Lipschitz Constants for Hybrid Quantum-Classical Decision Models Sajjad Hashemian Mohammad Saeed Arvenaghi 48 0 0 11 Mar 2025
Breaking the Limits of Quantization-Aware Defenses: QADT-R for Robustness Against Patch-Based Adversarial Attacks in QNNs Amira Guesmi B. Ouni Muhammad Shafique MQ AAML 36 0 0 10 Mar 2025
Non-vacuous Generalization Bounds for Deep Neural Networks without any modification to the trained models Khoat Than Dat Phan BDL AAML VLM 60 0 0 10 Mar 2025
Runtime Detection of Adversarial Attacks in AI Accelerators Using Performance Counters Habibur Rahaman Atri Chatterjee Swarup Bhunia 55 0 0 10 Mar 2025
Strengthening the Internal Adversarial Robustness in Lifted Neural Networks Christopher Zach AAML 41 0 0 10 Mar 2025
Trustworthy Machine Learning via Memorization and the Granular Long-Tail: A Survey on Interactions, Tradeoffs, and Beyond Qiongxiu Li Xiaoyu Luo Yiyi Chen Johannes Bjerva 43 0 0 10 Mar 2025
Utilizing Jailbreak Probability to Attack and Safeguard Multimodal LLMs Wenzhuo Xu Zhipeng Wei Xiongtao Sun Deyue Zhang Dongdong Yang Quanchen Zou X. Zhang AAML 47 0 0 10 Mar 2025
MMARD: Improving the Min-Max Optimization Process in Adversarial Robustness Distillation Yuzheng Wang Zhaoyu Chen Dingkang Yang Yuanhang Wang Lizhe Qi AAML 53 0 0 09 Mar 2025
Life-Cycle Routing Vulnerabilities of LLM Router Qiqi Lin Xiaoyang Ji Shengfang Zhai Qingni Shen Zhi-Li Zhang Yuejian Fang Yansong Gao AAML 54 1 0 09 Mar 2025
Long-tailed Adversarial Training with Self-Distillation Seungju Cho Hongsin Lee Changick Kim AAML TTA 141 0 0 09 Mar 2025
Boosting the Local Invariance for Better Adversarial Transferability Bohan Liu Xiaosen Wang AAML 60 0 0 08 Mar 2025
Using Mechanistic Interpretability to Craft Adversarial Attacks against Large Language Models Thomas Winninger Boussad Addad Katarzyna Kapusta AAML 63 0 0 08 Mar 2025
Poisoned-MRAG: Knowledge Poisoning Attacks to Multimodal Retrieval Augmented Generation Yinuo Liu Zenghui Yuan Guiyao Tie Jiawen Shi Lichao Sun Lichao Sun Neil Zhenqiang Gong 38 1 0 08 Mar 2025
Exploring Adversarial Transferability between Kolmogorov-arnold Networks Songping Wang Xinquan Yue Yueming Lyu Caifeng Shan AAML 66 1 0 08 Mar 2025
Robust Intrusion Detection System with Explainable Artificial Intelligence Betül Güvenç Paltun Ramin Fuladi Rim El Malki AAML 39 0 0 07 Mar 2025
Generalizable Image Repair for Robust Visual Autonomous Racing Carson Sobolewski Zhenjiang Mao Kshitij Vejre Ivan Ruchkin 50 0 0 07 Mar 2025
Anti-Diffusion: Preventing Abuse of Modifications of Diffusion-Based Models Zheng Li Liangbin Xie Jiantao Zhou Xintao Wang Haiwei Wu Jinyu Tian 37 0 0 07 Mar 2025
Provable Robust Overfitting Mitigation in Wasserstein Distributionally Robust Optimization Shuang Liu Yihan Wang Yifan Zhu Yibo Miao Xiao-Shan Gao 61 0 0 06 Mar 2025
Energy-Latency Attacks: A New Adversarial Threat to Deep Learning H. B. Meftah W. Hamidouche Sid Ahmed Fezza Olivier Déforges AAML 46 0 0 06 Mar 2025
Scale-Invariant Adversarial Attack against Arbitrary-scale Super-resolution Yihao Huang Xin Luo Qing Guo Felix Juefei-Xu Xiaojun Jia Weikai Miao G. Pu Yang Liu 50 1 0 06 Mar 2025
CLIP is Strong Enough to Fight Back: Test-time Counterattacks towards Zero-shot Adversarial Robustness of CLIP Songlong Xing Zhengyu Zhao N. Sebe AAML 62 0 0 05 Mar 2025
Adversarial Training for Multimodal Large Language Models against Jailbreak Attacks Liming Lu Shuchao Pang Siyuan Liang Haotian Zhu Xiyu Zeng Aishan Liu Yunhuai Liu Yongbin Zhou AAML 49 1 0 05 Mar 2025
Towards Effective and Sparse Adversarial Attack on Spiking Neural Networks via Breaking Invisible Surrogate Gradients Li Lun Kunyu Feng Qinglong Ni Ling Liang Yuan Wang Ying Li Dunshan Yu Xiaoxin Cui AAML 76 0 0 05 Mar 2025
Predicting Practically? Domain Generalization for Predictive Analytics in Real-world Environments Hanyu Duan Yi Yang Ahmed Abbasi K. Tam OOD 84 0 0 05 Mar 2025
Task-Agnostic Attacks Against Vision Foundation Models Brian Pulfer Yury Belousov Vitaliy Kinakh Teddy Furon S. Voloshynovskiy AAML 68 0 0 05 Mar 2025
DDAD: A Two-pronged Adversarial Defense Based on Distributional Discrepancy Jiacheng Zhang Benjamin I. P. Rubinstein J. Zhang Feng Liu 69 0 0 04 Mar 2025
S4D-Bio Audio Monitoring of Bone Cement Disintegration in Pulsating Fluid Jet Surgery under Laboratory Conditions Melanie Schaller Sergej Hloch Akash Nag Dagmar Klichova Nick Janssen Frank Pude Michal Zelenak Bodo Rosenhahn 69 0 0 04 Mar 2025
LLM-Safety Evaluations Lack Robustness Tim Beyer Sophie Xhonneux Simon Geisler Gauthier Gidel Leo Schwinn Stephan Günnemann ALM ELM 144 0 0 04 Mar 2025
AutoAdvExBench: Benchmarking autonomous exploitation of adversarial example defenses Nicholas Carlini Javier Rando Edoardo Debenedetti Milad Nasr F. Tramèr AAML ELM 39 1 0 03 Mar 2025
STAR: Stability-Inducing Weight Perturbation for Continual Learning Masih Eskandar Tooba Imtiaz Davin Hill Zifeng Wang Jennifer Dy CLL 34 0 0 03 Mar 2025
Generalizable Prompt Learning of CLIP: A Brief Overview Fangming Cui Yonggang Zhang Xuan Wang Xule Wang Liang Xiao VPVLM VLM 129 0 0 03 Mar 2025
Same Question, Different Words: A Latent Adversarial Framework for Prompt Robustness Tingchen Fu Fazl Barez AAML 60 0 0 03 Mar 2025
Adversarial Agents: Black-Box Evasion Attacks with Reinforcement Learning Kyle Domico Jean-Charles Noirot Ferrand Ryan Sheatsley Eric Pauley Josiah Hanna Patrick D. McDaniel AAML 34 1 0 03 Mar 2025
AMUN: Adversarial Machine UNlearning A. Boroojeny Hari Sundaram Varun Chandrasekaran MU AAML 43 0 0 02 Mar 2025
Transformer Meets Twicing: Harnessing Unattended Residual Information Laziz U. Abdullaev Tan M. Nguyen 39 2 0 02 Mar 2025
TAET: Two-Stage Adversarial Equalization Training on Long-Tailed Distributions Wang YuHang Junkang Guo Aolei Liu Kaihao Wang Zaitong Wu Zhenyu Liu Wenfei Yin Jian Liu AAML 48 0 0 02 Mar 2025
A Survey of Adversarial Defenses in Vision-based Systems: Categorization, Methods and Challenges Nandish Chattopadhyay Abdul Basit B. Ouni Muhammad Shafique AAML 28 0 0 01 Mar 2025