Towards Deep Learning Models Resistant to Adversarial Attacks

19 June 2017

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

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Title
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Jingzheng Li Tiancheng Wang Xingyu Peng Jiacheng Chen Zhijun Chen Bing Li Xianglong Liu ELM 2 0 0 20 May 2025
AudioJailbreak: Jailbreak Attacks against End-to-End Large Audio-Language Models Guangke Chen Fu Song Zhe Zhao Xiaojun Jia Yang Liu Yanchen Qiao Weizhe Zhang AuLLM AAML 2 0 0 20 May 2025
Adversarially Pretrained Transformers may be Universally Robust In-Context Learners Soichiro Kumano Hiroshi Kera Toshihiko Yamasaki AAML 2 0 0 20 May 2025
On the Mechanisms of Adversarial Data Augmentation for Robust and Adaptive Transfer Learning Hana Satou Alan Mitkiy AAML 2 0 0 19 May 2025
Counter-Inferential Behavior in Natural and Artificial Cognitive Systems Serge Dolgikh 2 0 0 19 May 2025
Symmetry-Breaking Descent for Invariant Cost Functionals Mikhail Osipov 2 0 0 19 May 2025
FlowPure: Continuous Normalizing Flows for Adversarial Purification Elias Collaert Abel Rodríguez Sander Joos Lieven Desmet Vera Rimmer AAML 7 0 0 19 May 2025
Causality-Inspired Robustness for Nonlinear Models via Representation Learning Marin Šola Peter Buhlmann Xinwei Shen OOD 7 0 0 19 May 2025
Spiking Neural Network: a low power solution for physical layer authentication Jung Hoon Lee Sujith Vijayan 7 0 0 19 May 2025
Benchmarking Unified Face Attack Detection via Hierarchical Prompt Tuning A. Liu Haocheng Yuan Xiao Guo Hui Ma Wanyi Zhuang ... Yanyan Liang Weiqiang Wang Jun Wan Xiaoming Liu Zhen Lei AAML CVBM 19 0 0 19 May 2025
Two out of Three (ToT): using self-consistency to make robust predictions Jung Hoon Lee Sujith Vijayan OOD 9 0 0 19 May 2025
Beyond Single-Point Judgment: Distribution Alignment for LLM-as-a-Judge Luyu Chen Zeyu Zhang Haoran Tan Quanyu Dai Hao-ran Yang Zhenhua Dong Xu Chen 4 0 0 18 May 2025
SPIRIT: Patching Speech Language Models against Jailbreak Attacks Amirbek Djanibekov Nurdaulet Mukhituly Kentaro Inui Hanan Aldarmaki Nils Lukas AAML 2 0 0 18 May 2025
Fixed Point Explainability Emanuele La Malfa Jon Vadillo Marco Molinari Michael Wooldridge 2 0 0 18 May 2025
Black-box Adversaries from Latent Space: Unnoticeable Attacks on Human Pose and Shape Estimation Zhiying Li Guanggang Geng Yeying Jin Zhizhi Guo Bruce Gu Jidong Huo Zhaoxin Fan Wenjun Wu AAML 4 0 0 17 May 2025
Anti-Sensing: Defense against Unauthorized Radar-based Human Vital Sign Sensing with Physically Realizable Wearable Oscillators Md Farhan Tasnim Oshim Nigel Doering Bashima Islam Tsui-Wei Weng Tauhidur Rahman 12 0 0 16 May 2025
EnvInjection: Environmental Prompt Injection Attack to Multi-modal Web Agents Xilong Wang John Bloch Zedian Shao Yuepeng Hu Shuyan Zhou Neil Zhenqiang Gong AAML LLMAG 16 0 0 16 May 2025
Evaluating the Robustness of Adversarial Defenses in Malware Detection Systems Mostafa Jafari Alireza Shameli-Sendi AAML 26 0 0 14 May 2025
Adversarial Suffix Filtering: a Defense Pipeline for LLMs David Khachaturov Robert D. Mullins AAML 26 0 0 14 May 2025
Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Junxian Duan Jiyang Guan Wenkui Yang Ran He WIGM 48 0 0 13 May 2025
DArFace: Deformation Aware Robustness for Low Quality Face Recognition Sadaf Gulshad Abdullah Aldahlawi Thakaa CVBM 49 0 0 13 May 2025
Wasserstein Distributionally Robust Nonparametric Regression Changyu Liu Yuling Jiao Junhui Wang Jian Huang OOD 34 0 0 12 May 2025
Convergence of Time-Averaged Mean Field Gradient Descent Dynamics for Continuous Multi-Player Zero-Sum Games Yulong Lu Pierre Monmarché MLT 34 0 0 12 May 2025
A Formally Verified Robustness Certifier for Neural Networks (Extended Version) James Tobler Hira Taqdees Syeda Toby Murray AAML 29 0 0 11 May 2025
A stochastic gradient method for trilevel optimization Tommaso Giovannelli G. Kent Luis Nunes Vicente 34 0 0 11 May 2025
TAROT: Towards Essentially Domain-Invariant Robustness with Theoretical Justification Dongyoon Yang Jihu Lee Yongdai Kim 29 0 0 10 May 2025
Dynamic Domain Information Modulation Algorithm for Multi-domain Sentiment Analysis Chunyi Yue Ang Li 34 0 0 10 May 2025
Engineering Risk-Aware, Security-by-Design Frameworks for Assurance of Large-Scale Autonomous AI Models Krti Tallam 31 0 0 09 May 2025
Revealing Weaknesses in Text Watermarking Through Self-Information Rewrite Attacks Yixin Cheng Hongcheng Guo Yangming Li Leonid Sigal AAML WaLM 59 0 0 08 May 2025
X-Transfer Attacks: Towards Super Transferable Adversarial Attacks on CLIP Hanxun Huang Sarah Monazam Erfani Yige Li Xingjun Ma James Bailey AAML 53 0 0 08 May 2025
MTL-UE: Learning to Learn Nothing for Multi-Task Learning Yi Yu Song Xia Siyuan Yang Chenqi Kong Wenhan Yang Shijian Lu Yap-Peng Tan Alex Chichung Kot 46 0 0 08 May 2025
Crafting Physical Adversarial Examples by Combining Differentiable and Physically Based Renders Yuqiu Liu Huanqian Yan Xiaopei Zhu Xiaolin Hu L. Tang Hang Su Chen Lv 29 0 0 07 May 2025
Input-Specific and Universal Adversarial Attack Generation for Spiking Neural Networks in the Spiking Domain Spyridon Raptis Haralampos-G. Stratigopoulos AAML 28 0 0 07 May 2025
Reliable Disentanglement Multi-view Learning Against View Adversarial Attacks Xuyang Wang Siyuan Duan Qizhi Li Guiduo Duan Yuan Sun Dezhong Peng AAML EDL 65 0 0 07 May 2025
Adversarial Attacks in Multimodal Systems: A Practitioner's Survey Shashank Kapoor Sanjay Surendranath Girija Lakshit Arora Dipen Pradhan Ankit Shetgaonkar Aman Raj AAML 77 0 0 06 May 2025
Robustness in AI-Generated Detection: Enhancing Resistance to Adversarial Attacks Sun Haoxuan Hong Yan Zhan Jiahui Chen Haoxing Lan Jun Zhu Huijia Wang Weiqiang Zhang Liqing Zhang Jianfu AAML 150 0 0 06 May 2025
BadLingual: A Novel Lingual-Backdoor Attack against Large Language Models Zihan Wang Hongwei Li Rui Zhang Wenbo Jiang Kangjie Chen Tianwei Zhang Qingchuan Zhao Jiawei Li AAML 46 0 0 06 May 2025
Data-Driven Falsification of Cyber-Physical Systems Atanu Kundu Sauvik Gon Rajarshi Ray AAML AI4CE 41 3 0 06 May 2025
Framework GNN-AID: Graph Neural Network Analysis Interpretation and Defense Kirill Lukyanov Mikhail Drobyshevskiy Georgii Sazonov Mikhail Soloviov Ilya Makarov GNN 51 0 0 06 May 2025
Adversarial Robustness Analysis of Vision-Language Models in Medical Image Segmentation Anjila Budathoki Manish Dhakal AAML 39 0 0 05 May 2025
Entropy-Guided Sampling of Flat Modes in Discrete Spaces Pinaki Mohanty Riddhiman Bhattacharya Ruqi Zhang 173 0 0 05 May 2025
Robustness questions the interpretability of graph neural networks: what to do? Kirill Lukyanov Georgii Sazonov Serafim Boyarsky Ilya Makarov AAML 182 0 0 05 May 2025
Lightweight Defense Against Adversarial Attacks in Time Series Classification Yi Han AAML 42 0 0 04 May 2025
Gender Bias in Explainability: Investigating Performance Disparity in Post-hoc Methods Mahdi Dhaini Ege Erdogan Nils Feldhus Gjergji Kasneci 49 0 0 02 May 2025
Risk Analysis and Design Against Adversarial Actions M. Campi A. Carè Luis G. Crespo S. Garatti Federico A. Ramponi AAML 159 0 0 02 May 2025
Constrained Network Adversarial Attacks: Validity, Robustness, and Transferability Anass Grini Oumaima Taheri Btissam El Khamlichi Amal El Fallah-Seghrouchni AAML 49 0 0 02 May 2025
Negative Stepsizes Make Gradient-Descent-Ascent Converge Henry Shugart Jason M. Altschuler 30 0 0 02 May 2025
Transferable Adversarial Attacks on Black-Box Vision-Language Models Kai Hu Weichen Yu Lefei Zhang Alexander Robey Andy Zou Chengming Xu Haoqi Hu Matt Fredrikson AAML VLM 64 1 0 02 May 2025
Quantum Support Vector Regression for Robust Anomaly Detection Kilian Tscharke Maximilian Wendlinger Sebastian Issel Pascal Debus AAML 32 0 0 02 May 2025
Diffusion-based Adversarial Purification from the Perspective of the Frequency Domain Gaozheng Pei Ke Ma Yingfei Sun Qianqian Xu Qingming Huang DiffM 45 0 0 02 May 2025