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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
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 304 0 0 15 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 179 0 0 15 Nov 2025
Rethinking Deep Alignment Through The Lens Of Incomplete Learning Thong Bach D. Nguyen T. Le T. Tran 88 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 250 0 0 15 Nov 2025
Robustness of LLM-enabled vehicle trajectory prediction under data security threats Feilong Wang Fuqiang Liu AAML 137 0 0 14 Nov 2025
Robust Bidirectional Associative Memory via Regularization Inspired by the Subspace Rotation Algorithm Ci Lin T. Yeap I. Kiringa Biwei Zhang AAML 120 0 0 14 Nov 2025
Enhancing Robustness of Offline Reinforcement Learning Under Data Corruption via Sharpness-Aware Minimization Le Xu Jiayu Chen AAML 78 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 106 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 137 0 0 12 Nov 2025
Towards Provably Unlearnable Examples via Bayes Error Optimisation Ruihan Zhang Jun Sun Ee-Peng Lim Peixin Zhang MU 261 0 0 11 Nov 2025
Federated CLIP for Resource-Efficient Heterogeneous Medical Image Classification Yihang Wu Ahmad Chaddad VLM FedML MedIm 244 0 0 11 Nov 2025
Breaking the Adversarial Robustness-Performance Trade-off in Text Classification via Manifold Purification Chenhao Dang Jing Ma AAML 128 0 0 11 Nov 2025
Speech Emotion Recognition with Phonation Excitation Information and Articulatory KinematicsComputer Vision and Pattern Recognition (CVPR), 2025 Ziqian Zhang Min Huang Zhongzhe Xiao 116 1 0 11 Nov 2025
Solving bilevel optimization via sequential minimax optimization Zhaosong Lu Sanyou Mei 96 1 0 10 Nov 2025
E2E-VGuard: Adversarial Prevention for Production LLM-based End-To-End Speech Synthesis Zhisheng Zhang Derui Wang Yifan Mi Zhiyong Wu Jie Gao Yuxin Cao Kai Ye Minhui Xue Jie Hao AAML 176 0 0 10 Nov 2025
3D-ANC: Adaptive Neural Collapse for Robust 3D Point Cloud Recognition Yuanmin Huang Wenxuan Li Mi Zhang Xiaohan Zhang Xiaoyu You Min Yang 3DPC 328 0 0 10 Nov 2025
Verifying rich robustness properties for neural networks Mohammad Afzal S. Akshay Ashutosh Gupta AAML 60 0 0 10 Nov 2025
EduGuardBench: A Holistic Benchmark for Evaluating the Pedagogical Fidelity and Adversarial Safety of LLMs as Simulated Teachers Yilin Jiang Mingzi Zhang Xuanyu Yin Sheng Jin Suyu Lu Zuocan Ying Zengyi Yu Xiangjie Kong ELM 144 0 0 10 Nov 2025
SMiLE: Provably Enforcing Global Relational Properties in Neural Networks Matteo Francobaldi Michele Lombardi Andrea Lodi NAI AAML 147 0 0 10 Nov 2025
Probably Approximately Global Robustness Certification Peter Blohm Patrick Indri Thomas Gärtner Sagar Malhotra AAML 152 0 0 09 Nov 2025
Adaptive Multi-view Graph Contrastive Learning via Fractional-order Neural Diffusion Networks Yanan Zhao Feng Ji Jingyang Dai Jiaze Ma Keyue Jiang K. Zhao Wee Peng Tay DiffM 92 0 0 09 Nov 2025
IndirectAD: Practical Data Poisoning Attacks against Recommender Systems for Item Promotion Zihao Wang Tianhao Mao XiaoFeng Wang Di Tang Xiaozhong Liu AAML 144 0 0 08 Nov 2025
Runtime Safety Monitoring of Deep Neural Networks for Perception: A Survey Albert Schotschneider Svetlana Pavlitska Johann Marius Zöllner AAML AI4CE 219 0 0 08 Nov 2025
Quantifying the Risk of Transferred Black Box Attacks Disesdi Susanna Cox Niklas Bunzel AAML 212 0 0 07 Nov 2025
MedFedPure: A Medical Federated Framework with MAE-based Detection and Diffusion Purification for Inference-Time Attacks Mohammad Karami Mohammad Reza Nemati Aidin Kazemi Ali Mikaeili Barzili Hamid Azadegan Behzad Moshiri MedIm 294 0 0 07 Nov 2025
Deep learning models are vulnerable, but adversarial examples are even more vulnerable Jun Li Yanwei Xu Keran Li Xiaoli Zhang AAML 212 0 0 07 Nov 2025
Adversarially Robust and Interpretable Magecart Malware Detection Pedro Pereira José Gouveia João Vitorino Eva Maia Isabel Praça AAML 268 0 0 06 Nov 2025
Trustworthy Quantum Machine Learning: A Roadmap for Reliability, Robustness, and Security in the NISQ Era Ferhat Ozgur Catak Jungwon Seo Umit Cali 92 0 0 04 Nov 2025
RLAC: Reinforcement Learning with Adversarial Critic for Free-Form Generation Tasks Mian Wu Gavin Zhang Sewon Min Sergey Levine Aviral Kumar OffRL 107 2 0 03 Nov 2025
Protecting the Neural Networks against FGSM Attack Using Machine Unlearning Amir Hossein Khorasani Ali Jahanian Maryam Rastgarpour AAML MU 196 0 0 03 Nov 2025
Probabilistic Robustness for Free? Revisiting Training via a Benchmark Yi Zhang Zheng Wang Chen Zhen Wenjie Ruan Qing Guo Siddartha Khastgir Carsten Maple Xingyu Zhao AAML OOD 420 1 0 03 Nov 2025
A Generative Adversarial Approach to Adversarial Attacks Guided by Contrastive Language-Image Pre-trained Model Sampriti Soor Alik Pramanick Jothiprakash K Arijit Sur AAML GAN VLM 632 0 0 03 Nov 2025
Adapt under Attack and Domain Shift: Unified Adversarial Meta-Learning and Domain Adaptation for Robust Automatic Modulation Classification Ali Owfi Amirmohammad Bamdad Tolunay Seyfi Fatemeh Afghah 104 0 0 03 Nov 2025
Perturb a Model, Not an Image: Towards Robust Privacy Protection via Anti-Personalized Diffusion Models Tae-Young Lee Juwon Seo Jong Hwan Ko Gyeong-Moon Park DiffM AAML 203 0 0 03 Nov 2025
Parameter Interpolation Adversarial Training for Robust Image ClassificationIEEE Transactions on Information Forensics and Security (TIFS), 2025 Xin Liu Yichen Yang Kun He John E. Hopcroft AAML 136 8 0 02 Nov 2025
T-MLA: A Targeted Multiscale Log--Exponential Attack Framework for Neural Image Compression Nikolay I. Kalmykov Razan Dibo Kaiyu Shen Xu Zhonghan Anh-Huy Phan Yipeng Liu Ivan Oseledets AAML 112 0 0 02 Nov 2025
Advancing Machine-Generated Text Detection from an Easy to Hard Supervision Perspective Chenwang Wu Yiu-ming Cheung Bo Han Defu Lian DeLMO 168 0 0 02 Nov 2025
Trans-defense: Transformer-based Denoiser for Adversarial Defense with Spatial-Frequency Domain Representation Alik Pramanick Mayank Bansal Utkarsh Srivastava Suklav Ghosh Arijit Sur 145 1 0 31 Oct 2025
C-LEAD: Contrastive Learning for Enhanced Adversarial Defense Suklav Ghosh Sonal Kumar Arijit Sur AAML 144 1 0 31 Oct 2025
BlurGuard: A Simple Approach for Robustifying Image Protection Against AI-Powered Editing J. Kim Yunhun Nam Minseon Kim Sangpil Kim Jongheon Jeong AAML DiffM 206 0 0 31 Oct 2025
ANCHOR: Integrating Adversarial Training with Hard-mined Supervised Contrastive Learning for Robust Representation Learning Samarup Bhattacharya Anubhab Bhattacharya Abir Chakraborty AAML 120 0 0 31 Oct 2025
Diffusion LLMs are Natural Adversaries for any LLM David Lüdke Tom Wollschlager Paul Ungermann Stephan Günnemann Leo Schwinn DiffM 180 0 0 31 Oct 2025
ALMGuard: Safety Shortcuts and Where to Find Them as Guardrails for Audio-Language Models Weifei Jin Yuxin Cao Junjie Su Minhui Xue Jie Hao Ke Xu Jin Song Dong Derui Wang AAML 102 0 0 30 Oct 2025
Fine-Grained Iterative Adversarial Attacks with Limited Computation Budget Zhichao Hou Weizhi Gao Xiaorui Liu AAML 88 0 0 30 Oct 2025
VISAT: Benchmarking Adversarial and Distribution Shift Robustness in Traffic Sign Recognition with Visual Attributes Simon Yu Peilin Yu Hongbo Zheng Huajie Shao Han Zhao L. Sha 134 0 0 29 Oct 2025
Bilevel Models for Adversarial Learning and A Case Study Yutong Zheng Qingna Li AAML 174 0 0 29 Oct 2025
Lipschitz-aware Linearity Grafting for Certified Robustness Yongjin Han Suhyun Kim AAML 104 0 0 29 Oct 2025
SPEAR++: Scaling Gradient Inversion via Sparsely-Used Dictionary Learning Alexander Bakarsky Dimitar I. Dimitrov Maximilian Baader Martin Vechev FedML 92 0 0 28 Oct 2025
Enhancing CLIP Robustness via Cross-Modality Alignment Xingyu Zhu B. Zhu Shuo Wang Kesen Zhao Hanwang Zhang VLM 259 0 0 28 Oct 2025
Vanish into Thin Air: Cross-prompt Universal Adversarial Attacks for SAM2 Ziqi Zhou Yifan Hu Yufei Song Zijing Li Shengshan Hu Leo Yu Zhang Dezhong Yao Long Zheng Hai Jin AAML 168 6 0 28 Oct 2025