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Towards Deep Learning Models Resistant to Adversarial Attacks
v1v2v3v4 (latest)

Towards Deep Learning Models Resistant to Adversarial Attacks

19 June 2017
Aleksander Madry
Aleksandar Makelov
Ludwig Schmidt
Dimitris Tsipras
Adrian Vladu
    SILMOOD
ArXiv (abs)PDFHTMLGithub (752★)

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

50 / 7,067 papers shown
Zubov-Net: Adaptive Stability for Neural ODEs Reconciling Accuracy with Robustness
Zubov-Net: Adaptive Stability for Neural ODEs Reconciling Accuracy with Robustness
Chaoyang Luo
Yan Zou
Nanjing Huang
117
0
0
26 Sep 2025
OFMU: Optimization-Driven Framework for Machine Unlearning
OFMU: Optimization-Driven Framework for Machine Unlearning
Sadia Asif
Mohammad Mohammadi Amiri
MU
139
0
0
26 Sep 2025
Active Attacks: Red-teaming LLMs via Adaptive Environments
Active Attacks: Red-teaming LLMs via Adaptive Environments
Taeyoung Yun
P. St-Charles
Jinkyoo Park
Yoshua Bengio
Minsu Kim
AAML
172
0
0
26 Sep 2025
humancompatible.train: Implementing Optimization Algorithms for Stochastically-Constrained Stochastic Optimization Problems
humancompatible.train: Implementing Optimization Algorithms for Stochastically-Constrained Stochastic Optimization Problems
Andrii Kliachkin
Jana Lepšová
Gilles Bareilles
Jakub Marecek
85
0
0
25 Sep 2025
RLCracker: Exposing the Vulnerability of LLM Watermarks with Adaptive RL Attacks
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
112
0
0
25 Sep 2025
FORCE: Transferable Visual Jailbreaking Attacks via Feature Over-Reliance CorrEction
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
214
0
0
25 Sep 2025
DAC-LoRA: Dynamic Adversarial Curriculum for Efficient and Robust Few-Shot Adaptation
DAC-LoRA: Dynamic Adversarial Curriculum for Efficient and Robust Few-Shot Adaptation
Ved Umrajkar
AAML
84
0
0
25 Sep 2025
FERD: Fairness-Enhanced Data-Free Robustness Distillation
FERD: Fairness-Enhanced Data-Free Robustness Distillation
Zhengxiao Li
Liming Lu
Xu Zheng
Siyuan Liang
Zhenghan Chen
Yongbin Zhou
Shuchao Pang
121
0
0
25 Sep 2025
Poisoning Prompt-Guided Sampling in Video Large Language Models
Poisoning Prompt-Guided Sampling in Video Large Language Models
Yuxin Cao
Wei Song
Jingling Xue
Jin Song Dong
AAML
115
1
0
25 Sep 2025
Are Modern Speech Enhancement Systems Vulnerable to Adversarial Attacks?
Are Modern Speech Enhancement Systems Vulnerable to Adversarial Attacks?
Rostislav Makarov
Lea Schönherr
Timo Gerkmann
AAML
169
0
0
25 Sep 2025
Optimal Robust Recourse with $L^p$-Bounded Model Change
Optimal Robust Recourse with LpL^pLp-Bounded Model Change
Phone Kyaw
Kshitij Kayastha
Shahin Jabbari
139
0
0
25 Sep 2025
Sparse Representations Improve Adversarial Robustness of Neural Network Classifiers
Sparse Representations Improve Adversarial Robustness of Neural Network Classifiers
Killian Steunou
Théo Druilhe
Sigurd Saue
AAML
164
0
0
25 Sep 2025
FlyTrap: Physical Distance-Pulling Attack Towards Camera-based Autonomous Target Tracking Systems
FlyTrap: Physical Distance-Pulling Attack Towards Camera-based Autonomous Target Tracking Systems
Shaoyuan Xie
Mohamad Fakih
Junchi Lu
Fayzah Alshammari
Ningfei Wang
Takami Sato
Halima Bouzidi
Mohammad Abdullah Al Faruque
Qi Alfred Chen
AAML
116
1
0
24 Sep 2025
Dynamic Dual-level Defense Routing for Continual Adversarial Training
Dynamic Dual-level Defense Routing for Continual Adversarial Training
Wenxuan Wang
Chenglei Wang
Xuelin Qian
AAML
104
0
0
24 Sep 2025
Improving Generalizability and Undetectability for Targeted Adversarial Attacks on Multimodal Pre-trained Models
Improving Generalizability and Undetectability for Targeted Adversarial Attacks on Multimodal Pre-trained Models
Zhifang Zhang
Jiahan Zhang
S. Kevin Zhou
Qi Wei
Shuo He
Feng Liu
Bingquan Shen
AAML
256
1
0
24 Sep 2025
Smaller is Better: Enhancing Transparency in Vehicle AI Systems via Pruning
Smaller is Better: Enhancing Transparency in Vehicle AI Systems via Pruning
Sanish Suwal
Shaurya Garg
Dipkamal Bhusal
Michael Clifford
Nidhi Rastogi
AAML
140
1
0
24 Sep 2025
JaiLIP: Jailbreaking Vision-Language Models via Loss Guided Image Perturbation
JaiLIP: Jailbreaking Vision-Language Models via Loss Guided Image Perturbation
Md Jueal Mia
M. Hadi Amini
AAMLVLM
236
0
0
24 Sep 2025
Understanding and Improving Adversarial Robustness of Neural Probabilistic Circuits
Understanding and Improving Adversarial Robustness of Neural Probabilistic Circuits
Weixin Chen
Han Zhao
AAML
128
0
0
24 Sep 2025
FreezeVLA: Action-Freezing Attacks against Vision-Language-Action Models
FreezeVLA: Action-Freezing Attacks against Vision-Language-Action Models
Xin Wang
Jie Li
Zejia Weng
Yixu Wang
Yifeng Gao
...
Yan Teng
Yingchun Wang
Zuxuan Wu
Jiabo He
Yu Jiang
AAML
170
1
0
24 Sep 2025
MER-Inspector: Assessing model extraction risks from an attack-agnostic perspective
MER-Inspector: Assessing model extraction risks from an attack-agnostic perspective
Xinwei Zhang
Haibo Hu
Qingqing Ye
Li Bai
Huadi Zheng
MIACV
329
3
0
23 Sep 2025
Localizing Adversarial Attacks To Produces More Imperceptible Noise
Localizing Adversarial Attacks To Produces More Imperceptible NoiseThe Florida AI Research Society (FLAIRS), 2025
Pavan Reddy
Aditya Sanjay Gujral
AAML
69
0
0
23 Sep 2025
TriFusion-AE: Language-Guided Depth and LiDAR Fusion for Robust Point Cloud Processing
TriFusion-AE: Language-Guided Depth and LiDAR Fusion for Robust Point Cloud Processing
Susmit Neogi
3DPC
93
0
0
23 Sep 2025
Latent Danger Zone: Distilling Unified Attention for Cross-Architecture Black-box Attacks
Latent Danger Zone: Distilling Unified Attention for Cross-Architecture Black-box Attacks
Yang Li
C. Wang
Tingrui Wang
Yongwei Wang
Haonan Li
Zhunga Liu
Quan Pan
AAMLDiffM
141
0
0
23 Sep 2025
A Validation Strategy for Deep Learning Models: Evaluating and Enhancing Robustness
A Validation Strategy for Deep Learning Models: Evaluating and Enhancing Robustness
Abdul-Rauf Nuhu
Parham Kebria
Vahid Hemmati
Benjamin Lartey
M. N. Mahmoud
A. Homaifar
E. Tunstel
185
0
0
23 Sep 2025
Distributionally Robust Safety Verification of Neural Networks via Worst-Case CVaR
Distributionally Robust Safety Verification of Neural Networks via Worst-Case CVaR
Masako Kishida
AAML
115
0
0
22 Sep 2025
SOLAR: Switchable Output Layer for Accuracy and Robustness in Once-for-All Training
SOLAR: Switchable Output Layer for Accuracy and Robustness in Once-for-All Training
Shaharyar Ahmed Khan Tareen
Lei Fan
Xiaojing Yuan
Qin Lin
Bin Hu
114
0
0
20 Sep 2025
ADVEDM:Fine-grained Adversarial Attack against VLM-based Embodied Agents
ADVEDM:Fine-grained Adversarial Attack against VLM-based Embodied Agents
Yichen Wang
Hangtao Zhang
Hewen Pan
Ziqi Zhou
Xianlong Wang
Peijin Guo
Lulu Xue
Shengshan Hu
Minghui Li
Leo Yu Zhang
AAML
173
4
0
20 Sep 2025
An Adversarial Robust Behavior Sequence Anomaly Detection Approach Based on Critical Behavior Unit Learning
An Adversarial Robust Behavior Sequence Anomaly Detection Approach Based on Critical Behavior Unit LearningIEEE transactions on computers (IEEE Trans. Comput.), 2023
D. Zhan
Kai Tan
Lin Ye
Xiangzhan Yu
Hongli Zhang
Zheng He
AAML
97
6
0
19 Sep 2025
Robust Vision-Language Models via Tensor Decomposition: A Defense Against Adversarial Attacks
Robust Vision-Language Models via Tensor Decomposition: A Defense Against Adversarial Attacks
Het Patel
Muzammil Allie
Qian Zhang
Jia Chen
Evangelos E. Papalexakis
AAMLVLM
88
0
0
19 Sep 2025
Stochastic Bilevel Optimization with Heavy-Tailed Noise
Stochastic Bilevel Optimization with Heavy-Tailed Noise
Zhuanghua Liu
Luo Luo
155
0
0
18 Sep 2025
Semantic Representation Attack against Aligned Large Language Models
Semantic Representation Attack against Aligned Large Language Models
Jiawei Lian
Jianhong Pan
L. Wang
Yi Wang
Shaohui Mei
Lap-Pui Chau
242
1
0
18 Sep 2025
CUFG: Curriculum Unlearning Guided by the Forgetting Gradient
CUFG: Curriculum Unlearning Guided by the Forgetting Gradient
Jiaxing Miao
Liang Hu
Qi Zhang
Lai Zhong Yuan
Usman Naseem
MU
150
0
0
18 Sep 2025
Causal Fingerprints of AI Generative Models
Causal Fingerprints of AI Generative Models
Hui Xu
Chi Liu
Congcong Zhu
Minghao Wang
Youyang Qu
Longxiang Gao
DiffMWIGM
243
0
0
18 Sep 2025
Adversarial generalization of unfolding (model-based) networks
Adversarial generalization of unfolding (model-based) networks
Vicky Kouni
AAML
225
0
0
18 Sep 2025
VisMoDAl: Visual Analytics for Evaluating and Improving Corruption Robustness of Vision-Language Models
VisMoDAl: Visual Analytics for Evaluating and Improving Corruption Robustness of Vision-Language Models
Huanchen Wang
Wencheng Zhang
Zhiqiang Wang
Zhicong Lu
Yuxin Ma
131
0
0
18 Sep 2025
Accelerated Gradient Methods with Biased Gradient Estimates: Risk Sensitivity, High-Probability Guarantees, and Large Deviation Bounds
Accelerated Gradient Methods with Biased Gradient Estimates: Risk Sensitivity, High-Probability Guarantees, and Large Deviation Bounds
Mert Gurbuzbalaban
Yasa Syed
Necdet Serhat Aybat
195
0
0
17 Sep 2025
Towards Robust Defense against Customization via Protective Perturbation Resistant to Diffusion-based Purification
Towards Robust Defense against Customization via Protective Perturbation Resistant to Diffusion-based Purification
Wenkui Yang
Jie Cao
Junxian Duan
Ran He
DiffMAAMLWIGM
286
0
0
17 Sep 2025
Defense-to-Attack: Bypassing Weak Defenses Enables Stronger Jailbreaks in Vision-Language Models
Defense-to-Attack: Bypassing Weak Defenses Enables Stronger Jailbreaks in Vision-Language Models
Yunhan Zhao
Xiang Zheng
Jiabo He
AAML
129
0
0
16 Sep 2025
Sy-FAR: Symmetry-based Fair Adversarial Robustness
Sy-FAR: Symmetry-based Fair Adversarial Robustness
Haneen Najjar
Eyal Ronen
Mahmood Sharif
AAML
169
0
0
16 Sep 2025
CIARD: Cyclic Iterative Adversarial Robustness Distillation
CIARD: Cyclic Iterative Adversarial Robustness Distillation
Liming Lu
Shuchao Pang
Xu Zheng
Xiang Gu
Anan Du
Yunhuai Liu
Yongbin Zhou
AAML
175
0
0
16 Sep 2025
DiffHash: Text-Guided Targeted Attack via Diffusion Models against Deep Hashing Image Retrieval
DiffHash: Text-Guided Targeted Attack via Diffusion Models against Deep Hashing Image Retrieval
Zechao Liu
Zheng Zhou
Xiangkun Chen
Tao Liang
Dapeng Lang
DiffMAAML
186
0
0
16 Sep 2025
Probabilistic Robustness Analysis in High Dimensional Space: Application to Semantic Segmentation Network
Probabilistic Robustness Analysis in High Dimensional Space: Application to Semantic Segmentation Network
Navid Hashemi
Samuel Sasaki
Diego Manzanas Lopez
Lars Lindemann
Ipek Oguz
Meiyi Ma
Taylor T. Johnson
UQCVAAML
172
1
0
15 Sep 2025
Phi: Preference Hijacking in Multi-modal Large Language Models at Inference Time
Phi: Preference Hijacking in Multi-modal Large Language Models at Inference Time
Yifan Lan
Yuanpu Cao
Weitong Zhang
Lu Lin
Jinghui Chen
AAML
112
0
0
15 Sep 2025
Amulet: a Python Library for Assessing Interactions Among ML Defenses and Risks
Amulet: a Python Library for Assessing Interactions Among ML Defenses and Risks
Asim Waheed
Vasisht Duddu
Rui Zhang
S. Szyller
AAML
233
1
0
15 Sep 2025
DARD: Dice Adversarial Robustness Distillation against Adversarial Attacks
DARD: Dice Adversarial Robustness Distillation against Adversarial Attacks
Jing Zou
Shungeng Zhang
Meikang Qiu
Chong Li
AAML
120
0
0
15 Sep 2025
Realistic Environmental Injection Attacks on GUI Agents
Realistic Environmental Injection Attacks on GUI Agents
Yitong Zhang
Ximo Li
L. Cai
Jia Li
LLMAGAAML
118
2
0
14 Sep 2025
On the Escaping Efficiency of Distributed Adversarial Training Algorithms
On the Escaping Efficiency of Distributed Adversarial Training Algorithms
Ying Cao
Kun Yuan
Ali H. Sayed
AAML
123
0
0
14 Sep 2025
RanAT4BIE: Random Adversarial Training for Biomedical Information Extraction
RanAT4BIE: Random Adversarial Training for Biomedical Information Extraction
Jian Chen
Shengyi Lv
Leilei Su
AAML
71
0
0
14 Sep 2025
MAUI: Reconstructing Private Client Data in Federated Transfer Learning
MAUI: Reconstructing Private Client Data in Federated Transfer Learning
Ahaan Dabholkar
Atul Sharma
Z. Berkay Celik
S. Bagchi
144
0
0
14 Sep 2025
A Content-dependent Watermark for Safeguarding Image Attribution
A Content-dependent Watermark for Safeguarding Image Attribution
Tong Zhou
Ruyi Ding
Gaowen Liu
Charles Fleming
Ramana Rao Kompella
Yunsi Fei
Xiaolin Xu
Shaolei Ren
WIGM
204
0
0
13 Sep 2025
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