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 / 6,613 papers shown

Title
Spectral regularization for adversarially-robust representation learning Sheng Yang Jacob A. Zavatone-Veth Cengiz Pehlevan AAML OOD 117 0 0 27 May 2024
Sok: Comprehensive Security Overview, Challenges, and Future Directions of Voice-Controlled Systems Haozhe Xu Cong Wu Yangyang Gu Xingcan Shang Jing Chen Kun He Ruiying Du 132 3 0 27 May 2024
Improving Data-aware and Parameter-aware Robustness for Continual Learning Hanxi Xiao Fan Lyu CLL 71 0 0 27 May 2024
OSLO: One-Shot Label-Only Membership Inference Attacks Yuefeng Peng Jaechul Roh Subhransu Maji Amir Houmansadr 103 2 0 27 May 2024
Benchmarking and Improving Bird's Eye View Perception Robustness in Autonomous Driving Shaoyuan Xie Lingdong Kong Wenwei Zhang Jiawei Ren Liang Pan Kai-xiang Chen Ziwei Liu AAML 96 12 0 27 May 2024
The Uncanny Valley: Exploring Adversarial Robustness from a Flatness Perspective Nils Philipp Walter Linara Adilova Jilles Vreeken Michael Kamp AAML 108 2 0 27 May 2024
Intruding with Words: Towards Understanding Graph Injection Attacks at the Text Level Runlin Lei Yuwei Hu Yuchen Ren Zhewei Wei 96 3 0 26 May 2024
R.A.C.E.: Robust Adversarial Concept Erasure for Secure Text-to-Image Diffusion Model Changhoon Kim Kyle Min Yezhou Yang 91 25 0 25 May 2024
Layer-Aware Analysis of Catastrophic Overfitting: Revealing the Pseudo-Robust Shortcut Dependency Runqi Lin Chaojian Yu Bo Han Hang Su Tongliang Liu AAML 128 4 0 25 May 2024
Enhancing Consistency-Based Image Generation via Adversarialy-Trained Classification and Energy-Based Discrimination Shelly Golan Roy Ganz Michael Elad 65 0 0 25 May 2024
Enhancing Adversarial Transferability Through Neighborhood Conditional Sampling Chunlin Qiu Yiheng Duan Lingchen Zhao Qian Wang AAML 90 3 0 25 May 2024
Breaking the False Sense of Security in Backdoor Defense through Re-Activation Attack Mingli Zhu Siyuan Liang Baoyuan Wu AAML 122 18 0 25 May 2024
Uncertainty Measurement of Deep Learning System based on the Convex Hull of Training Sets Hyekyoung Hwang Jitae Shin AAML UQCV 62 0 0 25 May 2024
Certifying Adapters: Enabling and Enhancing the Certification of Classifier Adversarial Robustness Jieren Deng Hanbin Hong A. Palmer Xin Zhou Jinbo Bi Kaleel Mahmood Yuan Hong Derek Aguiar AAML 62 0 0 25 May 2024
Robust width: A lightweight and certifiable adversarial defense Jonathan Peck Bart Goossens AAML 80 2 0 24 May 2024
Efficient Adversarial Training in LLMs with Continuous Attacks Sophie Xhonneux Alessandro Sordoni Stephan Günnemann Gauthier Gidel Leo Schwinn AAML 145 56 0 24 May 2024
A Fisher-Rao gradient flow for entropic mean-field min-max games Razvan-Andrei Lascu Mateusz B. Majka Lukasz Szpruch MLT AI4CE 112 3 0 24 May 2024
Defensive Unlearning with Adversarial Training for Robust Concept Erasure in Diffusion Models Yimeng Zhang Xin Chen Jinghan Jia Yihua Zhang Chongyu Fan Jiancheng Liu Mingyi Hong Ke Ding Sijia Liu DiffM 124 68 0 24 May 2024
Universal Robustness via Median Randomized Smoothing for Real-World Super-Resolution Zakariya Chaouai Mohamed Tamaazousti AAML 65 3 0 23 May 2024
How Does Bayes Error Limit Probabilistic Robust Accuracy Ruihan Zhang Jun Sun AAML 88 1 0 23 May 2024
Towards Transferable Attacks Against Vision-LLMs in Autonomous Driving with Typography N. Chung Sensen Gao Tuan-Anh Vu Jie M. Zhang Aishan Liu Yun Lin Jin Song Dong Qi Guo AAML 103 11 0 23 May 2024
Learning to Transform Dynamically for Better Adversarial Transferability Rongyi Zhu Zeliang Zhang Susan Liang Zhuo Liu Chenliang Xu AAML 125 18 0 23 May 2024
Efficient Universal Goal Hijacking with Semantics-guided Prompt Organization Yihao Huang Chong Wang Xiaojun Jia Qing Guo Felix Juefei Xu Jian Zhang G. Pu Yang Liu 109 9 0 23 May 2024
Adversarial Training of Two-Layer Polynomial and ReLU Activation Networks via Convex Optimization Daniel Kuelbs Sanjay Lall Mert Pilanci AAML 56 1 0 22 May 2024
Adversarial Training via Adaptive Knowledge Amalgamation of an Ensemble of Teachers Shayan Mohajer Hamidi Linfeng Ye AAML 80 1 0 22 May 2024
Towards Certification of Uncertainty Calibration under Adversarial Attacks Cornelius Emde Francesco Pinto Thomas Lukasiewicz Philip Torr Adel Bibi AAML 122 1 0 22 May 2024
Interactive Simulations of Backdoors in Neural Networks Peter Bajcsy Maxime Bros 58 0 0 21 May 2024
Nearest is Not Dearest: Towards Practical Defense against Quantization-conditioned Backdoor Attacks Boheng Li Yishuo Cai Haowei Li Feng Xue Zhifeng Li Yiming Li MQ AAML 89 21 0 21 May 2024
Mitigating Overconfidence in Out-of-Distribution Detection by Capturing Extreme Activations Mohammad Azizmalayeri Ameen Abu-Hanna Giovanni Cina OODD 78 1 0 21 May 2024
GAN-GRID: A Novel Generative Attack on Smart Grid Stability Prediction Emad Efatinasab Alessandro Brighente M. Rampazzo Nahal Azadi Mauro Conti 45 3 0 20 May 2024
Robust Deep Reinforcement Learning with Adaptive Adversarial Perturbations in Action Space Qian Liu Yufei Kuang Jie Wang AAML 47 2 0 20 May 2024
Adaptive Batch Normalization Networks for Adversarial Robustness Shao-Yuan Lo Vishal M. Patel AAML OOD 65 1 0 20 May 2024
Comparisons Are All You Need for Optimizing Smooth Functions Chenyi Zhang Tongyang Li AAML 110 2 0 19 May 2024
On Robust Reinforcement Learning with Lipschitz-Bounded Policy Networks Nicholas H. Barbara Ruigang Wang I. Manchester 127 4 0 19 May 2024
Towards Robust Policy: Enhancing Offline Reinforcement Learning with Adversarial Attacks and Defenses Thanh Nguyen Tung M. Luu Tri Ton Chang D. Yoo OffRL AAML 84 0 0 18 May 2024
Relational DNN Verification With Cross Executional Bound Refinement Debangshu Banerjee Gagandeep Singh AAML 76 5 0 16 May 2024
Adversarial Robustness for Visual Grounding of Multimodal Large Language Models Kuofeng Gao Yang Bai Jiawang Bai Yong Yang Shu-Tao Xia AAML 100 19 0 16 May 2024
Infrared Adversarial Car Stickers Xiaopei Zhu Yuqiu Liu Zhan Hu Jianmin Li Xiaolin Hu AAML 90 0 0 16 May 2024
DiffAM: Diffusion-based Adversarial Makeup Transfer for Facial Privacy Protection Yuhao Sun Lingyun Yu Hongtao Xie Jiaming Li Yongdong Zhang AAML DiffM PICV 92 10 0 16 May 2024
Manifold Integrated Gradients: Riemannian Geometry for Feature Attribution Eslam Zaher Maciej Trzaskowski Quan Nguyen Fred Roosta AAML 78 4 0 16 May 2024
Training Deep Learning Models with Hybrid Datasets for Robust Automatic Target Detection on real SAR images Benjamin Camus Théo Voillemin C. Barbu Jean-Christophe Louvigné Carole Belloni Emmanuel Vallée 44 1 0 15 May 2024
Cross-Input Certified Training for Universal Perturbations Changming Xu Gagandeep Singh AAML 64 2 0 15 May 2024
The Pitfalls and Promise of Conformal Inference Under Adversarial Attacks Ziquan Liu Yufei Cui Yan Yan Yi Tian Xu Xiangyang Ji Xue Liu Antoni B. Chan AAML 97 5 0 14 May 2024
SpeechGuard: Exploring the Adversarial Robustness of Multimodal Large Language Models Raghuveer Peri Sai Muralidhar Jayanthi S. Ronanki Anshu Bhatia Karel Mundnich ... Srikanth Vishnubhotla Daniel Garcia-Romero S. Srinivasan Kyu J. Han Katrin Kirchhoff AAML 80 3 0 14 May 2024
Diagnosing and Predicting Autonomous Vehicle Operational Safety Using Multiple Simulation Modalities and a Virtual Environment Joe Beck Shean Huff Subhadeep Chakraborty 63 1 0 13 May 2024
Environmental Matching Attack Against Unmanned Aerial Vehicles Object Detection Dehong Kong Siyuan Liang Wenqi Ren AAML 104 6 0 13 May 2024
The Role of Learning Algorithms in Collective Action Omri Ben-Dov Jake Fawkes Samira Samadi Amartya Sanyal 71 4 0 10 May 2024
$Certified $\ell_2$ Attribution Robustness via Uniformly Smoothed Attributions$ Certified $\ell_2$ Attribution Robustness via Uniformly Smoothed Attributions Fan Wang Adams Wai-Kin Kong 71 2 0 10 May 2024
Evaluating Adversarial Robustness in the Spatial Frequency Domain Keng-Hsin Liao Chin-Yuan Yeh Hsi-Wen Chen Ming-Syan Chen 69 0 0 10 May 2024
Improving Transferable Targeted Adversarial Attack via Normalized Logit Calibration and Truncated Feature Mixing Juanjuan Weng Zhiming Luo Shaozi Li AAML 79 0 0 10 May 2024