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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
Simulated Ensemble Attack: Transferring Jailbreaks Across Fine-tuned Vision-Language Models Ruofan Wang Xin Wang Yang Yao Xuan Tong Jiabo He AAML 91 0 0 24 Dec 2025
Instant Video Models: Universal Adapters for Stabilizing Image-Based Networks Matthew Dutson Nathan Labiosa Yin Li Mohit Gupta 136 0 0 02 Dec 2025
DPAC: Distribution-Preserving Adversarial Control for Diffusion Sampling Han-Jin Lee Han-Ju Lee Jin-Seong Kim Seok-Hwan Choi 40 0 0 01 Dec 2025
Adversarial Robustness of Traffic Classification under Resource Constraints: Input Structure MattersInternational Symposium on Networks, Computers and Communications (ISNCC), 2025 Adel Chehade E. Ragusa Paolo Gastaldo Rodolfo Zunino AAML 184 0 0 01 Dec 2025
On the Tension Between Optimality and Adversarial Robustness in Policy Optimization Haoran Li Jiayu Lv Congying Han Zicheng Zhang Anqi Li Y. Liu Tiande Guo Nan Jiang AAML 76 0 0 01 Dec 2025
Adversarial Training for Process Reward Models Gurusha Juneja Deepak Nathani William Yang Wang LRM 92 0 0 28 Nov 2025
Faster Verified Explanations for Neural Networks Alessandro De Palma Greta Dolcetti Caterina Urban FAtt 217 0 0 28 Nov 2025
Creating Blank Canvas Against AI-enabled Image Forgery Qi Song Ziyuan Luo Renjie Wan 48 0 0 27 Nov 2025
ABounD: Adversarial Boundary-Driven Few-Shot Learning for Multi-Class Anomaly Detection Runzhi Deng Yundi Hu Xinshuang Zhang Zhao Wang Xixi Liu Wang-Zhou Dai Caifeng Shan Fang Zhao 12 0 0 27 Nov 2025
INSIGHT: An Interpretable Neural Vision-Language Framework for Reasoning of Generative Artifacts Anshul Bagaria DiffM 56 0 0 27 Nov 2025
When Robots Obey the Patch: Universal Transferable Patch Attacks on Vision-Language-Action Models Hui Lu Yi Yu Yiming Yang Chenyu Yi Qixin Zhang Bingquan Shen Alex Chichung Kot Xudong Jiang AAML 396 0 0 26 Nov 2025
ABLE: Using Adversarial Pairs to Construct Local Models for Explaining Model Predictions Krishna Khadka Sunny Shree Pujan Budhathoki Yu Lei Raghu Kacker D. Richard Kuhn AAML FAtt 309 0 0 26 Nov 2025
Breaking the Illusion: Consensus-Based Generative Mitigation of Adversarial Illusions in Multi-Modal Embeddings Fatemeh Akbarian Anahita Baninajjar Yingyi Zhang Ananth Balashankar Amir Aminifar AAML 164 0 0 26 Nov 2025
Attention-Guided Patch-Wise Sparse Adversarial Attacks on Vision-Language-Action Models Naifu Zhang Wei Tao Xi Xiao Qianpu Sun Yuxin Zheng Wentao Mo Peiqiang Wang Nan Zhang AAML VLM 725 0 0 26 Nov 2025
Frequency Bias Matters: Diving into Robust and Generalized Deep Image Forgery DetectionIEEE Transactions on Dependable and Secure Computing (IEEE TDSC), 2025 Chi Liu Tianqing Zhu Wanlei Zhou Wei Zhao AAML 116 0 0 25 Nov 2025
Back to the Feature: Explaining Video Classifiers with Video Counterfactual Explanations Chao Wang Chengan Che Xinyue Chen Sophia Tsoka Luis C. Garcia-Peraza-Herrera 223 0 0 25 Nov 2025
V-Attack: Targeting Disentangled Value Features for Controllable Adversarial Attacks on LVLMs Sen Nie Jie M. Zhang Jianxin Yan Shiguang Shan Xilin Chen AAML 253 0 0 25 Nov 2025
Towards Trustworthy Wi-Fi Sensing: Systematic Evaluation of Deep Learning Model Robustness to Adversarial Attacks Shreevanth Krishnaa Gopalakrishnan Stephen Hailes AAML OOD 184 0 0 25 Nov 2025
Adversarial Confusion Attack: Disrupting Multimodal Large Language Models Jakub Ho'scilowicz Artur Janicki AAML 305 0 0 25 Nov 2025
Frequency-Invariant Beamforming in Elevation and Azimuth via Autograd and Concentric Circular Microphone Arrays Jorge Ortigoso-Narro Jose A. Belloch Maximo Morales-Cespedes Maximo Cobos 144 0 0 24 Nov 2025
FedPoisonTTP: A Threat Model and Poisoning Attack for Federated Test-Time Personalization Md Akil Raihan Iftee Syed Md. Ahnaf Hasan Amin Ahsan Ali A. Rahman Sajib Mistry Aneesh Krishna AAML FedML SILM TTA 282 0 0 24 Nov 2025
AttackPilot: Autonomous Inference Attacks Against ML Services With LLM-Based Agents Yixin Wu Rui Wen Chi Cui Michael Backes Yang Zhang AAML 157 0 0 24 Nov 2025
UniGame: Turning a Unified Multimodal Model Into Its Own Adversary Zhaolong Su Wang Lu Hao Chen Sharon Li Jindong Wang 124 0 0 24 Nov 2025
Robust Physical Adversarial Patches Using Dynamically Optimized Clusters Harrison Bagley Will Meakin Simon Lucey Yee Wei Law Tat-Jun Chin AAML 108 0 0 23 Nov 2025
Vulnerability-Aware Robust Multimodal Adversarial Training Junrui Zhang Xinyu Zhao Jie Peng Chenjie Wang Jianmin Ji Tianlong Chen AAML 109 0 0 22 Nov 2025
SG-OIF: A Stability-Guided Online Influence Framework for Reliable Vision Data Penghao Rao Runmin Jiang Min Xu 82 0 0 21 Nov 2025
Vision-Motion-Reference Alignment for Referring Multi-Object Tracking via Multi-Modal Large Language Models Weiyi Lv Ning Zhang Hanyang Sun Haoran Jiang Kai Zhao Jing Xiao Dan Zeng 88 0 0 21 Nov 2025
MMT-ARD: Multimodal Multi-Teacher Adversarial Distillation for Robust Vision-Language Models Yuqi Li Junhao Dong Chuanguang Yang Shiping Wen Piotr Koniusz Tingwen Huang Yingli Tian Yew-Soon Ong VLM 160 0 0 21 Nov 2025
ATAC: Augmentation-Based Test-Time Adversarial Correction for CLIP Linxiang Su András Balogh AAML 201 0 0 21 Nov 2025
Layer-wise Noise Guided Selective Wavelet Reconstruction for Robust Medical Image Segmentation Yuting Lu Ziliang Wang Weixin Xu Wei Zhang Yongqiang Zhao Yang Yu Xiaohong Zhang OOD 169 0 0 20 Nov 2025
Transferable Dual-Domain Feature Importance Attack against AI-Generated Image Detector Weiheng Zhu Gang Cao Jing Liu Lifang Yu Shaowei Weng AAML 348 0 0 19 Nov 2025
HV-Attack: Hierarchical Visual Attack for Multimodal Retrieval Augmented Generation Linyin Luo Yujuan Ding Yunshan Ma Wenqi Fan Hanjiang Lai AAML 210 0 0 19 Nov 2025
Critical Evaluation of Quantum Machine Learning for Adversarial Robustness Saeefa Rubaiyet Nowmi Jesus Lopez Md Mahmudul Alam Imon Shahrooz Pouryouse Mohammad Saidur Rahman AAML 438 0 0 19 Nov 2025
A Scenario Approach to the Robustness of Nonconvex-Nonconcave Minimax Problems Huan Peng Guanpu Chen Karl H. Johansson 237 0 0 19 Nov 2025
TopoReformer: Mitigating Adversarial Attacks Using Topological Purification in OCR Models Bhagyesh Kumar A S Aravinthakashan Akshat Satyanarayan Ishaan Gakhar Ujjwal Verma AAML 84 0 0 19 Nov 2025
Cheating Stereo Matching in Full-scale: Physical Adversarial Attack against Binocular Depth Estimation in Autonomous Driving Kangqiao Zhao Shuo Huai Xurui Song Jun Luo AAML 252 0 0 18 Nov 2025
Shedding Light on VLN Robustness: A Black-box Framework for Indoor Lighting-based Adversarial Attack Chenyang Li Wenbing Tang Y. Huang Sinong Simon Zhan Ming Hu Xiaojun Jia Yang Liu AAML 189 0 0 17 Nov 2025
Explore How to Inject Beneficial Noise in MLLMs Ruishu Zhu Sida Huang Ziheng Jiao Hongyuan Zhang 168 3 0 17 Nov 2025
Angular Gradient Sign Method: Uncovering Vulnerabilities in Hyperbolic Networks Minsoo Jo Dongyoon Yang Taesup Kim AAML 160 0 0 17 Nov 2025
MFI-ResNet: Efficient ResNet Architecture Optimization via MeanFlow Compression and Selective Incubation Nuolin Sun Linyuan Wang Haonan Wei Lei Li Bin Yan 125 0 0 16 Nov 2025
Cybersecurity of High-Altitude Platform Stations: Threat Taxonomy, Attacks and Defenses with Standards Mapping - DDoS Attack Use Case Chaouki Hjaiji Bassem Ouni Mohamed-Slim Alouini 76 0 0 16 Nov 2025
MPD-SGR: Robust Spiking Neural Networks with Membrane Potential Distribution-Driven Surrogate Gradient RegularizationPortuguese Conference on Artificial Intelligence (EPIA), 2025 Runhao Jiang Chengzhi Jiang Rui Yan Huajin Tang AAML 171 0 0 15 Nov 2025
Calibrated Adversarial Sampling: Multi-Armed Bandit-Guided Generalization Against Unforeseen Attacks Rui Wang Zeming Wei Xiyue Zhang Meng Sun AAML 234 0 0 15 Nov 2025
AttackVLA: Benchmarking Adversarial and Backdoor Attacks on Vision-Language-Action Models Jiayu Li Yunhan Zhao Xiang Zheng Zonghuan Xu Yige Li Xingjun Ma Yu-Gang Jiang AAML 292 0 0 15 Nov 2025
Rethinking Deep Alignment Through The Lens Of Incomplete Learning Thong Bach D. Nguyen T. Le T. Tran 84 0 0 15 Nov 2025
Robust Bidirectional Associative Memory via Regularization Inspired by the Subspace Rotation Algorithm Ci Lin T. Yeap I. Kiringa Biwei Zhang AAML 116 0 0 14 Nov 2025
Enhancing Robustness of Offline Reinforcement Learning Under Data Corruption via Sharpness-Aware Minimization Le Xu Jiayu Chen AAML 60 0 0 14 Nov 2025
Robustness of LLM-enabled vehicle trajectory prediction under data security threats Feilong Wang Fuqiang Liu AAML 97 0 0 14 Nov 2025
DeepDefense: Layer-Wise Gradient-Feature Alignment for Building Robust Neural Networks Ci Lin T. Yeap I. Kiringa Biwei Zhang AAML 90 0 0 13 Nov 2025
Value-Aligned Prompt Moderation via Zero-Shot Agentic Rewriting for Safe Image Generation Xin Zhao Xiaojun Chen Bingshan Liu Zeyao Liu Zhendong Zhao Xiaoyan Gu DiffM 125 0 0 12 Nov 2025