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v1v2v3v4 (latest)

Towards Deep Learning Models Resistant to Adversarial Attacks

19 June 2017

ArXiv (abs)PDF HTML Github (752★)

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

50 / 7,056 papers shown

Title
Backdoor-Powered Prompt Injection Attacks Nullify Defense Methods Yulin Chen Haoran Li Yuan Sui Yangqiu Song Bryan Hooi SILM AAML 199 0 0 04 Oct 2025
LoRA Patching: Exposing the Fragility of Proactive Defenses against Deepfakes Zuomin Qu Yimao Guo Qianyue Hu Wei Lu AAML 91 0 0 04 Oct 2025
Cross-Modal Content Optimization for Steering Web Agent Preferences Tanqiu Jiang Min Bai Nikolaos Pappas Yanjun Qi Sandesh Swamy AAML 151 0 0 04 Oct 2025
Zero-Shot Robustness of Vision Language Models Via Confidence-Aware Weighting Nikoo Naghavian Mostafa Tavassolipour AAML VLM 124 0 0 03 Oct 2025
Test-Time Defense Against Adversarial Attacks via Stochastic Resonance of Latent Ensembles Dong Lao Yuxiang Zhang Haniyeh Ehsani Oskouie Yangchao Wu Alex Wong Stefano Soatto AAML 96 0 0 03 Oct 2025
Machine Unlearning Meets Adversarial Robustness via Constrained Interventions on LLMs Fatmazohra Rezkellah Ramzi Dakhmouche AAML MU 184 1 0 03 Oct 2025
A Statistical Method for Attack-Agnostic Adversarial Attack Detection with Compressive Sensing Comparison Chinthana Wimalasuriya Spyros Tragoudas AAML 92 0 0 03 Oct 2025
Sequence-Preserving Dual-FoV Defense for Traffic Sign and Light Recognition in Autonomous Vehicles Abhishek Joshi Jahnavi Krishna Koda Abhishek Phadke AAML 108 0 0 03 Oct 2025
Uncertainty Quantification In Surface Landmines and UXO Classification Using MC Dropout Sagar Lekhak Emmett J. Ientilucci Dimah Dera Susmita Ghosh 52 0 0 03 Oct 2025
Constraint Satisfaction Approaches to Wordle: Novel Heuristics and Cross-Lexicon Validation Jahidul Arafat Fariha Tasmin Sanjaya Poudel AAML 137 2 0 03 Oct 2025
StealthAttack: Robust 3D Gaussian Splatting Poisoning via Density-Guided Illusions Bo-Hsu Ke You-Zhe Xie Yu-Lun Liu Wei-Chen Chiu AAML 3DGS 152 1 0 02 Oct 2025
ZQBA: Zero Query Black-box Adversarial Attack Joana Cabral Costa Tiago Roxo Hugo Manuel Proença Pedro R. M. Inácio DiffM 236 1 0 01 Oct 2025
A first-order method for constrained nonconvex--nonconcave minimax problems under a local Kurdyka-Łojasiewicz condition Zhaosong Lu Xiangyuan Wang 154 0 0 01 Oct 2025
Understanding Sensitivity of Differential Attention through the Lens of Adversarial Robustness Tsubasa Takahashi Shojiro Yamabe Futa Waseda Kento Sasaki AAML 108 0 0 01 Oct 2025
A Call to Action for a Secure-by-Design Generative AI Paradigm Dalal Alharthi Ivan Roberto Kawaminami Garcia SILM AAML 120 0 0 01 Oct 2025
Cloud Investigation Automation Framework (CIAF): An AI-Driven Approach to Cloud Forensics Dalal Alharthi Ivan Roberto Kawaminami Garcia 115 1 0 01 Oct 2025
On the Adversarial Robustness of Learning-based Conformal Novelty Detection Daofu Zhang Mehrdad Pournaderi Hanne M. Clifford Yu Xiang Pramod K. Varshney AAML 72 0 0 01 Oct 2025
Towards Adversarial Training under Hyperspectral Images Weihua Zhang Chengze Jiang Jie Gui Lu Dong AAML 120 0 0 01 Oct 2025
DIA: The Adversarial Exposure of Deterministic Inversion in Diffusion Models Seunghoo Hong Geonho Son Juhun Lee Simon S. Woo DiffM 100 0 0 01 Oct 2025
Robust Federated Inference Akash Dhasade Sadegh Farhadkhani R. Guerraoui Nirupam Gupta Maxime Jacovella Anne-Marie Kermarrec Rafael Pinot FedML 239 0 0 30 Sep 2025
DeepProv: Behavioral Characterization and Repair of Neural Networks via Inference Provenance Graph Analysis Firas Ben Hmida Abderrahmen Amich Ata Kaboudi Birhanu Eshete AAML GNN 158 0 0 30 Sep 2025
Enhancing Certifiable Semantic Robustness via Robust Pruning of Deep Neural Networks Hanjiang Hu Bowei Li Ziwei Wang Tianhao Wei Casidhe Hutchison Eric Sample Changliu Liu AAML 114 0 0 30 Sep 2025
CHAI: Command Hijacking against embodied AI Luis Burbano Diego Ortiz Qi Sun Siwei Yang Haoqin Tu Cihang Xie Yinzhi Cao Alvaro A Cardenas LM&Ro 133 0 0 30 Sep 2025
CODED-SMOOTHING: Coding Theory Helps Generalization Parsa Moradi Tayyebeh Jahaninezhad M. Maddah-ali 108 0 0 30 Sep 2025
The Impact of Scaling Training Data on Adversarial Robustness Marco Zimmerli Andreas Plesner Till Aczél Roger Wattenhofer 144 0 0 30 Sep 2025
Better Privilege Separation for Agents by Restricting Data Types Dennis Jacob Emad Alghamdi Zhanhao Hu Basel Alomair David Wagner AAML 80 0 0 30 Sep 2025
Wasserstein Distributionally Robust Optimization Through the Lens of Structural Causal Models and Individual FairnessNeural Information Processing Systems (NeurIPS), 2025 A. Ehyaei G. Farnadi Samira Samadi 131 3 0 30 Sep 2025
Reconcile Certified Robustness and Accuracy for DNN-based Smoothed Majority Vote Classifier Gaojie Jin Xinping Yi Xiaowei Huang AAML 121 1 0 30 Sep 2025
DRIFT: Divergent Response in Filtered Transformations for Robust Adversarial Defense Amira Guesmi Muhammad Shafique AAML 93 0 0 29 Sep 2025
MANI-Pure: Magnitude-Adaptive Noise Injection for Adversarial Purification Xiaoyi Huang Junwei Wu Kejia Zhang Carl Yang Zhiming Luo AAML 120 0 0 29 Sep 2025
Model Correlation Detection via Random Selection Probing Ruibo Chen Sheng Zhang Yihan Wu Tong Zheng Peihua Mai Tianyi Zhou 84 1 0 29 Sep 2025
Metamorphic Testing for Audio Content Moderation Software Wenxuan Wang Yongjiang Wu Junyuan Zhang Shuqing Li Yun Peng Wenting Chen Shuai Wang Michael R. Lyu 77 0 0 29 Sep 2025
Merge Now, Regret Later: The Hidden Cost of Model Merging is Adversarial Transferability Ankit Gangwal Aaryan Ajay Sharma AAML MoMe 161 1 0 28 Sep 2025
Accuracy-Robustness Trade Off via Spiking Neural Network Gradient Sparsity Trail Nhan T. Luu Luu Trung Duong Pham Ngoc Nam Truong Cong Thang AAML 165 1 0 28 Sep 2025
Bridging the Task Gap: Multi-Task Adversarial Transferability in CLIP and Its Derivatives Kuanrong Liu Siyuan Liang Cheng Qian Ming Zhang Xiaochun Cao AAML VLM 91 0 0 28 Sep 2025
Decision Potential Surface: A Theoretical and Practical Approximation of LLM's Decision Boundary Zi Liang Zhiyao Wu HaoYang Shang Yulin Jin Qingqing Ye Huadi Zheng Peizhao Hu Haibo Hu 124 0 0 27 Sep 2025
Vid-Freeze: Protecting Images from Malicious Image-to-Video Generation via Temporal Freezing Rohit Chowdhury Aniruddha Bala Rohan Jaiswal Siddharth Roheda AAML VGen 91 0 0 27 Sep 2025
Targeted perturbations reveal brain-like local coding axes in robustified, but not standard, ANN-based brain models Nikolas McNeal N. Apurva Ratan Murty AAML 92 0 0 27 Sep 2025
Dual-Space Smoothness for Robust and Balanced LLM Unlearning Han Yan Zheyuan Liu Meng Jiang MU AAML 108 0 0 27 Sep 2025
Robust Fine-Tuning from Non-Robust Pretrained Models: Mitigating Suboptimal Transfer With Adversarial Scheduling Jonas Ngnawé M. Heuillet Sabyasachi Sahoo Y. Pequignot Ola Ahmad Audrey Durand Frédéric Precioso Christian Gagné AAML 128 0 0 27 Sep 2025
Zubov-Net: Adaptive Stability for Neural ODEs Reconciling Accuracy with Robustness Chaoyang Luo Yan Zou Nanjing Huang 105 0 0 26 Sep 2025
OFMU: Optimization-Driven Framework for Machine Unlearning Sadia Asif Mohammad Mohammadi Amiri MU 125 0 0 26 Sep 2025
Active Attacks: Red-teaming LLMs via Adaptive Environments Taeyoung Yun P. St-Charles Jinkyoo Park Yoshua Bengio Minsu Kim AAML 132 0 0 26 Sep 2025
On Robustness of Vision-Language-Action Model against Multi-Modal Perturbations Jianing Guo Z. Wu Chang Tu Yiyao Ma Xiangqi Kong ... Qi Dou Yaodong Yang Huijie Zhao Weifeng Lv Simin Li AAML VLM 264 2 0 26 Sep 2025
Are Modern Speech Enhancement Systems Vulnerable to Adversarial Attacks? Rostislav Makarov Lea Schönherr Timo Gerkmann AAML 120 0 0 25 Sep 2025
RLCracker: Exposing the Vulnerability of LLM Watermarks with Adaptive RL Attacks Hanbo Huang Yiran Zhang Hao Zheng Xuan Gong Yihan Li Lin Liu Shiyu Liang AAML 89 0 0 25 Sep 2025
FERD: Fairness-Enhanced Data-Free Robustness Distillation Zhengxiao Li Liming Lu Xu Zheng Siyuan Liang Zhenghan Chen Yongbin Zhou Shuchao Pang 81 0 0 25 Sep 2025
FORCE: Transferable Visual Jailbreaking Attacks via Feature Over-Reliance CorrEction Runqi Lin Alasdair Paren Suqin Yuan Muyang Li Juil Sock Adel Bibi Tongliang Liu AAML 189 0 0 25 Sep 2025
DAC-LoRA: Dynamic Adversarial Curriculum for Efficient and Robust Few-Shot Adaptation Ved Umrajkar AAML 72 0 0 25 Sep 2025
Optimal Robust Recourse with $L^p$ -Bounded Model Change Phone Kyaw Kshitij Kayastha Shahin Jabbari 109 0 0 25 Sep 2025

v1v2v3v4 (latest)

Towards Deep Learning Models Resistant to Adversarial Attacks

19 June 2017

ArXiv (abs)PDF HTML Github (752★)

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

50 / 7,056 papers shown

Title
Backdoor-Powered Prompt Injection Attacks Nullify Defense Methods Yulin Chen Haoran Li Yuan Sui Yangqiu Song Bryan Hooi SILM AAML 199 0 0 04 Oct 2025
LoRA Patching: Exposing the Fragility of Proactive Defenses against Deepfakes Zuomin Qu Yimao Guo Qianyue Hu Wei Lu AAML 91 0 0 04 Oct 2025
Cross-Modal Content Optimization for Steering Web Agent Preferences Tanqiu Jiang Min Bai Nikolaos Pappas Yanjun Qi Sandesh Swamy AAML 151 0 0 04 Oct 2025
Zero-Shot Robustness of Vision Language Models Via Confidence-Aware Weighting Nikoo Naghavian Mostafa Tavassolipour AAML VLM 124 0 0 03 Oct 2025
Test-Time Defense Against Adversarial Attacks via Stochastic Resonance of Latent Ensembles Dong Lao Yuxiang Zhang Haniyeh Ehsani Oskouie Yangchao Wu Alex Wong Stefano Soatto AAML 96 0 0 03 Oct 2025
Machine Unlearning Meets Adversarial Robustness via Constrained Interventions on LLMs Fatmazohra Rezkellah Ramzi Dakhmouche AAML MU 184 1 0 03 Oct 2025
A Statistical Method for Attack-Agnostic Adversarial Attack Detection with Compressive Sensing Comparison Chinthana Wimalasuriya Spyros Tragoudas AAML 92 0 0 03 Oct 2025
Sequence-Preserving Dual-FoV Defense for Traffic Sign and Light Recognition in Autonomous Vehicles Abhishek Joshi Jahnavi Krishna Koda Abhishek Phadke AAML 108 0 0 03 Oct 2025
Uncertainty Quantification In Surface Landmines and UXO Classification Using MC Dropout Sagar Lekhak Emmett J. Ientilucci Dimah Dera Susmita Ghosh 52 0 0 03 Oct 2025
Constraint Satisfaction Approaches to Wordle: Novel Heuristics and Cross-Lexicon Validation Jahidul Arafat Fariha Tasmin Sanjaya Poudel AAML 137 2 0 03 Oct 2025
StealthAttack: Robust 3D Gaussian Splatting Poisoning via Density-Guided Illusions Bo-Hsu Ke You-Zhe Xie Yu-Lun Liu Wei-Chen Chiu AAML 3DGS 152 1 0 02 Oct 2025
ZQBA: Zero Query Black-box Adversarial Attack Joana Cabral Costa Tiago Roxo Hugo Manuel Proença Pedro R. M. Inácio DiffM 236 1 0 01 Oct 2025
A first-order method for constrained nonconvex--nonconcave minimax problems under a local Kurdyka-Łojasiewicz condition Zhaosong Lu Xiangyuan Wang 154 0 0 01 Oct 2025
Understanding Sensitivity of Differential Attention through the Lens of Adversarial Robustness Tsubasa Takahashi Shojiro Yamabe Futa Waseda Kento Sasaki AAML 108 0 0 01 Oct 2025
A Call to Action for a Secure-by-Design Generative AI Paradigm Dalal Alharthi Ivan Roberto Kawaminami Garcia SILM AAML 120 0 0 01 Oct 2025
Cloud Investigation Automation Framework (CIAF): An AI-Driven Approach to Cloud Forensics Dalal Alharthi Ivan Roberto Kawaminami Garcia 115 1 0 01 Oct 2025
On the Adversarial Robustness of Learning-based Conformal Novelty Detection Daofu Zhang Mehrdad Pournaderi Hanne M. Clifford Yu Xiang Pramod K. Varshney AAML 72 0 0 01 Oct 2025
Towards Adversarial Training under Hyperspectral Images Weihua Zhang Chengze Jiang Jie Gui Lu Dong AAML 120 0 0 01 Oct 2025
DIA: The Adversarial Exposure of Deterministic Inversion in Diffusion Models Seunghoo Hong Geonho Son Juhun Lee Simon S. Woo DiffM 100 0 0 01 Oct 2025
Robust Federated Inference Akash Dhasade Sadegh Farhadkhani R. Guerraoui Nirupam Gupta Maxime Jacovella Anne-Marie Kermarrec Rafael Pinot FedML 239 0 0 30 Sep 2025
DeepProv: Behavioral Characterization and Repair of Neural Networks via Inference Provenance Graph Analysis Firas Ben Hmida Abderrahmen Amich Ata Kaboudi Birhanu Eshete AAML GNN 158 0 0 30 Sep 2025
Enhancing Certifiable Semantic Robustness via Robust Pruning of Deep Neural Networks Hanjiang Hu Bowei Li Ziwei Wang Tianhao Wei Casidhe Hutchison Eric Sample Changliu Liu AAML 114 0 0 30 Sep 2025
CHAI: Command Hijacking against embodied AI Luis Burbano Diego Ortiz Qi Sun Siwei Yang Haoqin Tu Cihang Xie Yinzhi Cao Alvaro A Cardenas LM&Ro 133 0 0 30 Sep 2025
CODED-SMOOTHING: Coding Theory Helps Generalization Parsa Moradi Tayyebeh Jahaninezhad M. Maddah-ali 108 0 0 30 Sep 2025
The Impact of Scaling Training Data on Adversarial Robustness Marco Zimmerli Andreas Plesner Till Aczél Roger Wattenhofer 144 0 0 30 Sep 2025
Better Privilege Separation for Agents by Restricting Data Types Dennis Jacob Emad Alghamdi Zhanhao Hu Basel Alomair David Wagner AAML 80 0 0 30 Sep 2025
Wasserstein Distributionally Robust Optimization Through the Lens of Structural Causal Models and Individual FairnessNeural Information Processing Systems (NeurIPS), 2025 A. Ehyaei G. Farnadi Samira Samadi 131 3 0 30 Sep 2025
Reconcile Certified Robustness and Accuracy for DNN-based Smoothed Majority Vote Classifier Gaojie Jin Xinping Yi Xiaowei Huang AAML 121 1 0 30 Sep 2025
DRIFT: Divergent Response in Filtered Transformations for Robust Adversarial Defense Amira Guesmi Muhammad Shafique AAML 93 0 0 29 Sep 2025
MANI-Pure: Magnitude-Adaptive Noise Injection for Adversarial Purification Xiaoyi Huang Junwei Wu Kejia Zhang Carl Yang Zhiming Luo AAML 120 0 0 29 Sep 2025
Model Correlation Detection via Random Selection Probing Ruibo Chen Sheng Zhang Yihan Wu Tong Zheng Peihua Mai Tianyi Zhou 84 1 0 29 Sep 2025
Metamorphic Testing for Audio Content Moderation Software Wenxuan Wang Yongjiang Wu Junyuan Zhang Shuqing Li Yun Peng Wenting Chen Shuai Wang Michael R. Lyu 77 0 0 29 Sep 2025
Merge Now, Regret Later: The Hidden Cost of Model Merging is Adversarial Transferability Ankit Gangwal Aaryan Ajay Sharma AAML MoMe 161 1 0 28 Sep 2025
Accuracy-Robustness Trade Off via Spiking Neural Network Gradient Sparsity Trail Nhan T. Luu Luu Trung Duong Pham Ngoc Nam Truong Cong Thang AAML 165 1 0 28 Sep 2025
Bridging the Task Gap: Multi-Task Adversarial Transferability in CLIP and Its Derivatives Kuanrong Liu Siyuan Liang Cheng Qian Ming Zhang Xiaochun Cao AAML VLM 91 0 0 28 Sep 2025
Decision Potential Surface: A Theoretical and Practical Approximation of LLM's Decision Boundary Zi Liang Zhiyao Wu HaoYang Shang Yulin Jin Qingqing Ye Huadi Zheng Peizhao Hu Haibo Hu 124 0 0 27 Sep 2025
Vid-Freeze: Protecting Images from Malicious Image-to-Video Generation via Temporal Freezing Rohit Chowdhury Aniruddha Bala Rohan Jaiswal Siddharth Roheda AAML VGen 91 0 0 27 Sep 2025
Targeted perturbations reveal brain-like local coding axes in robustified, but not standard, ANN-based brain models Nikolas McNeal N. Apurva Ratan Murty AAML 92 0 0 27 Sep 2025
Dual-Space Smoothness for Robust and Balanced LLM Unlearning Han Yan Zheyuan Liu Meng Jiang MU AAML 108 0 0 27 Sep 2025
Robust Fine-Tuning from Non-Robust Pretrained Models: Mitigating Suboptimal Transfer With Adversarial Scheduling Jonas Ngnawé M. Heuillet Sabyasachi Sahoo Y. Pequignot Ola Ahmad Audrey Durand Frédéric Precioso Christian Gagné AAML 128 0 0 27 Sep 2025
Zubov-Net: Adaptive Stability for Neural ODEs Reconciling Accuracy with Robustness Chaoyang Luo Yan Zou Nanjing Huang 105 0 0 26 Sep 2025
OFMU: Optimization-Driven Framework for Machine Unlearning Sadia Asif Mohammad Mohammadi Amiri MU 125 0 0 26 Sep 2025
Active Attacks: Red-teaming LLMs via Adaptive Environments Taeyoung Yun P. St-Charles Jinkyoo Park Yoshua Bengio Minsu Kim AAML 132 0 0 26 Sep 2025
On Robustness of Vision-Language-Action Model against Multi-Modal Perturbations Jianing Guo Z. Wu Chang Tu Yiyao Ma Xiangqi Kong ... Qi Dou Yaodong Yang Huijie Zhao Weifeng Lv Simin Li AAML VLM 264 2 0 26 Sep 2025
Are Modern Speech Enhancement Systems Vulnerable to Adversarial Attacks? Rostislav Makarov Lea Schönherr Timo Gerkmann AAML 120 0 0 25 Sep 2025
RLCracker: Exposing the Vulnerability of LLM Watermarks with Adaptive RL Attacks Hanbo Huang Yiran Zhang Hao Zheng Xuan Gong Yihan Li Lin Liu Shiyu Liang AAML 89 0 0 25 Sep 2025
FERD: Fairness-Enhanced Data-Free Robustness Distillation Zhengxiao Li Liming Lu Xu Zheng Siyuan Liang Zhenghan Chen Yongbin Zhou Shuchao Pang 81 0 0 25 Sep 2025
FORCE: Transferable Visual Jailbreaking Attacks via Feature Over-Reliance CorrEction Runqi Lin Alasdair Paren Suqin Yuan Muyang Li Juil Sock Adel Bibi Tongliang Liu AAML 189 0 0 25 Sep 2025
DAC-LoRA: Dynamic Adversarial Curriculum for Efficient and Robust Few-Shot Adaptation Ved Umrajkar AAML 72 0 0 25 Sep 2025
Optimal Robust Recourse with $L^p$ -Bounded Model Change Phone Kyaw Kshitij Kayastha Shahin Jabbari 109 0 0 25 Sep 2025