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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
Enhancing Adversarial Robustness through Multi-Objective Representation Learning Sedjro Salomon Hotegni Sebastian Peitz AAML 92 2 0 01 Jul 2025
Improving Robustness and Reliability in Medical Image Classification with Latent-Guided Diffusion and Nested-Ensembles Xing Shen Hengguan Huang Brennan Nichyporuk Tal Arbel MedIm 136 4 0 01 Jul 2025
Robust Training with Data Augmentation for Medical Imaging Classification Josué Martínez-Martínez Olivia Brown Mostafa Karami S. Nabavi OOD AAML MedIm 19 1 0 20 Jun 2025
Off-Policy Actor-Critic for Adversarial Observation Robustness: Virtual Alternative Training via Symmetric Policy Evaluation Kosuke Nakanishi Akihiro Kubo Yuji Yasui Shin Ishii AAML OffRL 19 0 0 20 Jun 2025
SycnMapV2: Robust and Adaptive Unsupervised Segmentation Heng Zhang Zikang Wan Danilo Vasconcellos Vargas 25 0 0 19 Jun 2025
MBA: Multimodal Bidirectional Attack for Referring Expression Segmentation Models Xingbai Chen Tingchao Fu Renyang Liu Wei Zhou Chao Yi AAML 26 0 0 19 Jun 2025
Insights on Adversarial Attacks for Tabular Machine Learning via a Systematic Literature Review Salijona Dyrmishi Mohamed Djilani Thibault Simonetto Salah Ghamizi Maxime Cordy AAML LMTD 46 0 0 18 Jun 2025
VLMInferSlow: Evaluating the Efficiency Robustness of Large Vision-Language Models as a Service X. Wang Tianliang Yao S. Chen Runqi Wang Lei YE Kuofeng Gao Yi Huang Yuan Yao VLM 15 0 0 18 Jun 2025
Busting the Paper Ballot: Voting Meets Adversarial Machine Learning Kaleel Mahmood Caleb Manicke Ethan Rathbun Aayushi Verma Sohaib Ahmad Nicholas Stamatakis L. Michel Benjamin Fuller AAML 45 0 0 17 Jun 2025
TriGuard: Testing Model Safety with Attribution Entropy, Verification, and Drift Dipesh Tharu Mahato Rohan Poudel Pramod Dhungana AAML 28 0 0 17 Jun 2025
Understanding Lookahead Dynamics Through Laplace Transform Aniket Sanyal Tatjana Chavdarova 15 0 0 16 Jun 2025
Position: Certified Robustness Does Not (Yet) Imply Model Security Andrew C. Cullen Paul Montague S. Erfani Benjamin I. P. Rubinstein 26 0 0 16 Jun 2025
Constraint-Guided Prediction Refinement via Deterministic Diffusion Trajectories P. Dogoulis Fabien Bernier Félix Fourreau Karim Tit Maxime Cordy DiffM AI4CE 22 0 0 15 Jun 2025
Learning to Fuse: Modality-Aware Adaptive Scheduling for Robust Multimodal Foundation Models Liam Bennett Mason Clark Lucas Anderson Hana Satou Olivia Martinez 20 0 0 15 Jun 2025
The Safety Reminder: A Soft Prompt to Reactivate Delayed Safety Awareness in Vision-Language Models Peiyuan Tang Haojie Xin Xiaodong Zhang Jun Sun Qin Xia Zijiang Yang VLM 17 0 0 15 Jun 2025
Active Adversarial Noise Suppression for Image Forgery Localization Rongxuan Peng Shunquan Tan Xianbo Mo Alex C. Kot Jiwu Huang AAML 24 0 0 15 Jun 2025
NAP-Tuning: Neural Augmented Prompt Tuning for Adversarially Robust Vision-Language Models Jiaming Zhang Xin Wang Xingjun Ma Lingyu Qiu Yu Jiang Jitao Sang AAML VLM 24 0 0 15 Jun 2025
$Existence of Adversarial Examples for Random Convolutional Networks via Isoperimetric Inequalities on $\mathbb{so}(d)$$ Existence of Adversarial Examples for Random Convolutional Networks via Isoperimetric Inequalities on $\mathbb{so}(d)$ Amit Daniely 28 0 0 14 Jun 2025
Attention-based Adversarial Robust Distillation in Radio Signal Classifications for Low-Power IoT Devices Lu Zhang S. Lambotharan G. Zheng G. Liao Basil AsSadhan Fabio Roli AAML 21 7 0 13 Jun 2025
On the Natural Robustness of Vision-Language Models Against Visual Perception Attacks in Autonomous Driving Pedram MohajerAnsari Amir Salarpour Michael Kuhr Siyu Huang Mohammad Hamad Sebastian Steinhorst Habeeb Olufowobi Mert D. Pesé AAML 17 0 0 13 Jun 2025
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Wei Wang Wangyou Zhang Chenda Li Jiatong Shi Shinji Watanabe Yanmin Qian 15 0 0 13 Jun 2025
Compression Aware Certified Training Changming Xu Gagandeep Singh 23 0 0 13 Jun 2025
Boosting Adversarial Transferability for Hyperspectral Image Classification Using 3D Structure-invariant Transformation and Intermediate Feature Distance Chun Liu Bingqian Zhu Tao Xu Zheng Zheng Z. Li Wei Yang Zhigang Han Jiayao Wang 113 0 0 12 Jun 2025
Lattice Climber Attack: Adversarial attacks for randomized mixtures of classifiers Lucas Gnecco-Heredia Benjamin Négrevergne Y. Chevaleyre AAML 109 0 0 12 Jun 2025
Revisiting Transformers with Insights from Image Filtering Laziz U. Abdullaev Maksim Tkachenko Tan M. Nguyen ViT 129 0 0 12 Jun 2025
Interior-Point Vanishing Problem in Semidefinite Relaxations for Neural Network Verification Ryota Ueda Takami Sato Ken Kobayashi Kazuhide Nakata AAML 100 0 0 12 Jun 2025
DAVSP: Safety Alignment for Large Vision-Language Models via Deep Aligned Visual Safety Prompt Yitong Zhang Jia Li L. Cai Ge Li VLM 55 0 0 11 Jun 2025
Canonical Latent Representations in Conditional Diffusion Models Yitao Xu Tong Zhang Ehsan Pajouheshgar Sabine Süsstrunk DiffM 77 0 0 11 Jun 2025
HQFNN: A Compact Quantum-Fuzzy Neural Network for Accurate Image Classification Jianhong Yao Yangming Guo 25 0 0 11 Jun 2025
SAGE: Exploring the Boundaries of Unsafe Concept Domain with Semantic-Augment Erasing Hongguang Zhu Y. X. Wei Mengyu Wang Siyu Jiao Yan Fang Jiannan Huang Yao Zhao 64 0 0 11 Jun 2025
A look at adversarial attacks on radio waveforms from discrete latent space Attanasia Garuso S. Kokalj-Filipovic Yagna Kaasaragadda 81 0 0 11 Jun 2025
AWP: Activation-Aware Weight Pruning and Quantization with Projected Gradient Descent Jing Liu T. Koike-Akino Ye Wang Hassan Mansour Matthew Brand MQ 71 0 0 11 Jun 2025
PatchGuard: Adversarially Robust Anomaly Detection and Localization through Vision Transformers and Pseudo Anomalies Mojtaba Nafez Amirhossein Koochakian Arad Maleki Jafar Habibi M. Rohban AAML 36 0 0 10 Jun 2025
Effective Data Pruning through Score Extrapolation Sebastian Schmidt Prasanga Dhungel Christoffer Löffler Bjorn Nieth Stephan Günnemann Leo Schwinn SyDa 33 0 0 10 Jun 2025
Towards Class-wise Fair Adversarial Training via Anti-Bias Soft Label Distillation Shiji Zhao Chi Chen Ranjie Duan Xizhe Wang Xingxing Wei 23 0 0 10 Jun 2025
Systematic and Efficient Construction of Quadratic Unconstrained Binary Optimization Forms for High-order and Dense Interactions Hyakka Nakada Shu Tanaka 52 0 0 10 Jun 2025
Enhancing Adversarial Robustness with Conformal Prediction: A Framework for Guaranteed Model Reliability Jie Bao Chuangyin Dang Rui Luo Hanwei Zhang Zhixin Zhou AAML 34 1 0 09 Jun 2025
ProARD: progressive adversarial robustness distillation: provide wide range of robust students Seyedhamidreza Mousavi Seyedali Mousavi Masoud Daneshtalab AAML 24 0 0 09 Jun 2025
Explore the vulnerability of black-box models via diffusion models Jiacheng Shi Yanfu Zhang Huajie Shao Ashley Gao DiffM 15 0 0 09 Jun 2025
SHIELD: Secure Hypernetworks for Incremental Expansion Learning Defense Patryk Krukowski Łukasz Gorczyca Piotr Helm Kamil Ksiazek Przemysław Spurek AAML CLL 30 0 0 09 Jun 2025
SDP-CROWN: Efficient Bound Propagation for Neural Network Verification with Tightness of Semidefinite Programming Hong-Ming Chiu Hao Chen Huan Zhang Richard Y. Zhang 18 0 0 07 Jun 2025
Exploring Visual Prompting: Robustness Inheritance and Beyond Qi Li Liangzhi Li Zhouqiang Jiang Bowen Wang Keke Tang VPVLM VLM 25 0 0 07 Jun 2025
KNN-Defense: Defense against 3D Adversarial Point Clouds using Nearest-Neighbor Search Nima Jamali Matina Mahdizadeh Sani Hanieh Naderi S. Kasaei AAML 3DPC 22 0 0 07 Jun 2025
Securing Traffic Sign Recognition Systems in Autonomous Vehicles T. Hapuarachchi Long Dang Kaiqi Xiong AAML 18 0 0 06 Jun 2025
Sample-Specific Noise Injection For Diffusion-Based Adversarial Purification Yuhao Sun Jiacheng Zhang Zesheng Ye Chaowei Xiao Feng Liu DiffM 50 0 0 06 Jun 2025
SDN-Based False Data Detection With Its Mitigation and Machine Learning Robustness for In-Vehicle Networks Long Dang T. Hapuarachchi Kaiqi Xiong Yi Li AAML 18 0 0 06 Jun 2025
AdvSumm: Adversarial Training for Bias Mitigation in Text Summarization Mukur Gupta Nikhil Reddy Varimalla Nicholas Deas Melanie Subbiah Kathleen McKeown 53 0 0 06 Jun 2025
Stable Vision Concept Transformers for Medical Diagnosis Lijie Hu Songning Lai Yuan Hua Shu Yang Jingfeng Zhang Di Wang MedIm 103 0 0 05 Jun 2025
Robust Few-Shot Vision-Language Model Adaptation Hanxin Wang Tian Liu Shu Kong VLM 121 0 0 05 Jun 2025
Fool the Stoplight: Realistic Adversarial Patch Attacks on Traffic Light Detectors Svetlana Pavlitska Jamie Robb Nikolai Polley Melih Yazgan Johann Marius Zöllner AAML 107 0 0 05 Jun 2025