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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
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 132 0 0 10 Mar 2025
Strengthening the Internal Adversarial Robustness in Lifted Neural Networks Christopher Zach AAML 87 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 239 2 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 Xinming Zhang AAML 90 0 0 10 Mar 2025
Long-tailed Adversarial Training with Self-Distillation Seungju Cho Hongsin Lee Changick Kim AAML TTA 498 0 0 09 Mar 2025
MMARD: Improving the Min-Max Optimization Process in Adversarial Robustness Distillation Yuzheng Wang Zhaoyu Chen Dingkang Yang Yuanhang Wang Lizhe Qi AAML 147 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 90 1 0 09 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 112 2 0 08 Mar 2025
Boosting the Local Invariance for Better Adversarial Transferability Bohan Liu Xiaosen Wang AAML 157 0 0 08 Mar 2025
Exploring Adversarial Transferability between Kolmogorov-arnold Networks Songping Wang Xinquan Yue Yueming Lyu Caifeng Shan AAML 136 2 0 08 Mar 2025
Using Mechanistic Interpretability to Craft Adversarial Attacks against Large Language Models Thomas Winninger Boussad Addad Katarzyna Kapusta AAML 137 1 0 08 Mar 2025
Robust Intrusion Detection System with Explainable Artificial Intelligence Betül Güvenç Paltun Ramin Fuladi Rim El Malki AAML 76 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 67 0 0 07 Mar 2025
Generalizable Image Repair for Robust Visual Autonomous Racing Carson Sobolewski Zhenjiang Mao Kshitij Vejre Ivan Ruchkin 87 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 158 0 0 06 Mar 2025
Scale-Invariant Adversarial Attack against Arbitrary-scale Super-resolution Yihao Huang Xin Luo Yihao Huang Felix Juefei-Xu Xiaojun Jia Weikai Miao G. Pu Yang Liu 122 2 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 70 0 0 06 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 115 0 0 05 Mar 2025
Task-Agnostic Attacks Against Vision Foundation Models Brian Pulfer Yury Belousov Vitaliy Kinakh Teddy Furon S. Voloshynovskiy AAML 111 0 0 05 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 155 2 0 05 Mar 2025
Predicting Practically? Domain Generalization for Predictive Analytics in Real-world Environments Hanyu Duan Yi Yang Ahmed Abbasi Kar Yan Tam OOD 182 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 172 5 0 05 Mar 2025
One Stone, Two Birds: Enhancing Adversarial Defense Through the Lens of Distributional Discrepancy Jiacheng Zhang Benjamin I. P. Rubinstein Jing Zhang Feng Liu 131 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 119 0 0 04 Mar 2025
LLM-Safety Evaluations Lack Robustness Tim Beyer Sophie Xhonneux Simon Geisler Gauthier Gidel Leo Schwinn Stephan Günnemann ALM ELM 485 2 0 04 Mar 2025
Generalizable Prompt Learning of CLIP: A Brief Overview Fangming Cui Yonggang Zhang Xuan Wang Xule Wang Liang Xiao VPVLM VLM 522 1 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 McDaniel AAML 122 1 0 03 Mar 2025
Same Question, Different Words: A Latent Adversarial Framework for Prompt Robustness Tingchen Fu Fazl Barez AAML 105 0 0 03 Mar 2025
STAR: Stability-Inducing Weight Perturbation for Continual Learning Masih Eskandar Tooba Imtiaz Davin Hill Zifeng Wang Jennifer Dy CLL 61 0 0 03 Mar 2025
AutoAdvExBench: Benchmarking autonomous exploitation of adversarial example defenses Nicholas Carlini Javier Rando Edoardo Debenedetti Milad Nasr F. Tramèr AAML ELM 92 3 0 03 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 101 0 0 02 Mar 2025
Transformer Meets Twicing: Harnessing Unattended Residual Information Laziz U. Abdullaev Tan M. Nguyen 144 3 0 02 Mar 2025
AMUN: Adversarial Machine UNlearning A. Boroojeny Hari Sundaram Varun Chandrasekaran MU AAML 92 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 89 0 0 01 Mar 2025
Exploring the Impact of Temperature Scaling in Softmax for Classification and Adversarial Robustness Hao Xuan Bokai Yang Xingyu Li AAML 93 4 0 28 Feb 2025
Continuous Adversarial Text Representation Learning for Affective Recognition Seungah Son Andrez Saurez Dongsoo Har 79 0 0 28 Feb 2025
Data-free Universal Adversarial Perturbation with Pseudo-semantic Prior Chanhui Lee Yeonghwan Song Jeany Son AAML 429 0 0 28 Feb 2025
QFAL: Quantum Federated Adversarial Learning Walid El Maouaki Nouhaila Innan Alberto Marchisio Taoufik Said Muhammad Shafique Mohamed Bennai FedML 86 4 0 28 Feb 2025
Concealed Adversarial attacks on neural networks for sequential data P. Sokerin Dmitry Anikin Sofia Krehova Alexey Zaytsev AAML AI4TS 74 0 0 28 Feb 2025
Decoder Gradient Shield: Provable and High-Fidelity Prevention of Gradient-Based Box-Free Watermark Removal Haonan An Guang Hua Zhengru Fang Guowen Xu Susanto Rahardja Yuguang Fang AAML 139 0 0 28 Feb 2025
SafeText: Safe Text-to-image Models via Aligning the Text Encoder Yuepeng Hu Zhengyuan Jiang Neil Zhenqiang Gong 101 5 0 28 Feb 2025
UDora: A Unified Red Teaming Framework against LLM Agents by Dynamically Hijacking Their Own Reasoning J.N. Zhang Shuang Yang B. Li AAML LLMAG 83 2 0 28 Feb 2025
Fast Adversarial Training against Sparse Attacks Requires Loss Smoothing Xuyang Zhong Yixiao Huang Chen Liu AAML 125 0 0 28 Feb 2025
HALO: Robust Out-of-Distribution Detection via Joint Optimisation Hugo Lyons Keenan S. Erfani Christopher Leckie OODD 276 0 0 27 Feb 2025
Improving Adversarial Transferability in MLLMs via Dynamic Vision-Language Alignment Attack Chenhe Gu Jindong Gu Andong Hua Yao Qin AAML 85 0 0 27 Feb 2025
Snowball Adversarial Attack on Traffic Sign Classification Anthony Etim Jakub Szefer AAML 106 0 0 27 Feb 2025
LISArD: Learning Image Similarity to Defend Against Gray-box Adversarial Attacks Joana Cabral Costa Tiago Roxo Hugo Manuel Proença Pedro R. M. Inácio AAML 127 0 0 27 Feb 2025
Neural Antidote: Class-Wise Prompt Tuning for Purifying Backdoors in Pre-trained Vision-Language Models Jiawei Kong Hao Fang Sihang Guo Chenxi Qing Bin Chen Bin Wang Shu-Tao Xia AAML VLM 132 0 0 26 Feb 2025
The NeRF Signature: Codebook-Aided Watermarking for Neural Radiance Fields Ziyuan Luo Anderson de Rezende Rocha Boxin Shi Qing Guo Haoliang Li Renjie Wan 85 1 0 26 Feb 2025
CLIPure: Purification in Latent Space via CLIP for Adversarially Robust Zero-Shot Classification Mingkun Zhang Keping Bi Wei Chen Jiafeng Guo Xueqi Cheng BDL VLM 174 2 0 25 Feb 2025