Towards Deep Learning Models Resistant to Adversarial Attacks

19 June 2017

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

50 / 6,508 papers shown

Title
CyberSentinel: An Emergent Threat Detection System for AI Security Krti Tallam 44 2 0 20 Feb 2025
A Transfer Attack to Image Watermarks Yuepeng Hu Zhengyuan Jiang Moyang Guo Neil Zhenqiang Gong 77 10 0 20 Feb 2025
Robust Optimization with Diffusion Models for Green Security Lingkai Kong Haichuan Wang Yuqi Pan Cheol Woo Kim Mingxiao Song Alayna Nguyen Tonghan Wang Haifeng Xu Milind Tambe 42 0 0 19 Feb 2025
Adversary-Aware DPO: Enhancing Safety Alignment in Vision Language Models via Adversarial Training Fenghua Weng Jian Lou Jun Feng Minlie Huang Wenjie Wang AAML 75 2 0 17 Feb 2025
PAR-AdvGAN: Improving Adversarial Attack Capability with Progressive Auto-Regression AdvGAN Jiayu Zhang Zhiyu Zhu Xinyi Wang Silin Liao Zhibo Jin Flora Salim Huaming Chen GAN 52 0 0 16 Feb 2025
FaceSwapGuard: Safeguarding Facial Privacy from DeepFake Threats through Identity Obfuscation Li Wang Zheng Li Xuzhi Zhang Shouling Ji Shanqing Guo PICV AAML 61 1 0 15 Feb 2025
Wasserstein distributional adversarial training for deep neural networks Xingjian Bai Guangyi He Yifan Jiang Jan Obloj OOD 56 0 0 13 Feb 2025
DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities Chashi Mahiul Islam Samuel Jacob Chacko Preston Horne Xiuwen Liu 104 1 0 11 Feb 2025
Amnesia as a Catalyst for Enhancing Black Box Pixel Attacks in Image Classification and Object Detection Dongsu Song Daehwa Ko Jay Hoon Jung AAML 66 0 0 10 Feb 2025
Robust Watermarks Leak: Channel-Aware Feature Extraction Enables Adversarial Watermark Manipulation Zhongjie Ba Yuyao Zhang Peng Cheng Bin Gong Xinyu Zhang Qinglong Wang Kui Ren AAML 96 0 0 10 Feb 2025
Jailbreaking to Jailbreak Jeremy Kritz Vaughn Robinson Robert Vacareanu Bijan Varjavand Michael Choi Bobby Gogov Scale Red Team Summer Yue Willow Primack Zifan Wang 231 2 0 09 Feb 2025
Effective Black-Box Multi-Faceted Attacks Breach Vision Large Language Model Guardrails Yijun Yang L. Wang Xiao Yang Lanqing Hong Jun Zhu AAML 66 0 0 09 Feb 2025
Sign-Symmetry Learning Rules are Robust Fine-Tuners Aymene Berriche Mehdi Zakaria Adjal Riyadh Baghdadi AAML 52 0 0 09 Feb 2025
Democratic Training Against Universal Adversarial Perturbations Bing-Jie Sun Jun Sun Wei Zhao AAML 66 0 0 08 Feb 2025
Adversarial Machine Learning: Attacks, Defenses, and Open Challenges Pranav K Jha AAML 58 0 0 08 Feb 2025
Confidence Elicitation: A New Attack Vector for Large Language Models Brian Formento Chuan-Sheng Foo See-Kiong Ng AAML 99 0 0 07 Feb 2025
How vulnerable is my policy? Adversarial attacks on modern behavior cloning policies Basavasagar Patil Akansha Kalra Guanhong Tao Daniel S. Brown AAML 76 0 0 06 Feb 2025
Improving Adversarial Robustness via Phase and Amplitude-aware Prompting Yibo Xu Dawei Zhou Decheng Liu N. Wang AAML 57 0 0 06 Feb 2025
INTACT: Inducing Noise Tolerance through Adversarial Curriculum Training for LiDAR-based Safety-Critical Perception and Autonomy Nastaran Darabi Divake Kumar Sina Tayebati A. R. Trivedi AAML 65 0 0 04 Feb 2025
Rotation-Adaptive Point Cloud Domain Generalization via Intricate Orientation Learning Bangzhen Liu Chenxi Zheng Xuemiao Xu Cheng Xu Huaidong Zhang Shengfeng He 3DPC 42 1 0 04 Feb 2025
Achievable distributional robustness when the robust risk is only partially identified Julia Kostin Nicola Gnecco Fanny Yang 73 3 0 04 Feb 2025
CoRPA: Adversarial Image Generation for Chest X-rays Using Concept Vector Perturbations and Generative Models Amy Rafferty Rishi Ramaesh Ajitha Rajan MedIm AAML 56 0 0 04 Feb 2025
Adversarial ML Problems Are Getting Harder to Solve and to Evaluate Javier Rando Jie Zhang Nicholas Carlini F. Tramèr AAML ELM 65 3 0 04 Feb 2025
Analytical Lyapunov Function Discovery: An RL-based Generative Approach Haohan Zou Jie Feng Hao Zhao Yuanyuan Shi 95 0 0 04 Feb 2025
MoireDB: Formula-generated Interference-fringe Image Dataset Yuto Matsuo Ryo Hayamizu Hirokatsu Kataoka Akio Nakamura 42 0 0 03 Feb 2025
Robust-LLaVA: On the Effectiveness of Large-Scale Robust Image Encoders for Multi-modal Large Language Models H. Malik Fahad Shamshad Muzammal Naseer Karthik Nandakumar Fahad Shahbaz Khan Salman Khan AAML MLLM VLM 68 0 0 03 Feb 2025
Towards Robust Multimodal Large Language Models Against Jailbreak Attacks Ziyi Yin Yuanpu Cao Han Liu Ting Wang Jinghui Chen Fenhlong Ma AAML 55 0 0 02 Feb 2025
Imitation Game for Adversarial Disillusion with Multimodal Generative Chain-of-Thought Role-Play Ching-Chun Chang Fan-Yun Chen Shih-Hong Gu Kai Gao Hanrui Wang Isao Echizen AAML 204 0 0 31 Jan 2025
Trading Inference-Time Compute for Adversarial Robustness Wojciech Zaremba Evgenia Nitishinskaya Boaz Barak Stephanie Lin Sam Toyer ... Rachel Dias Eric Wallace Kai Y. Xiao Johannes Heidecke Amelia Glaese LRM AAML 96 15 0 31 Jan 2025
Resolving Oversmoothing with Opinion Dissensus Keqin Wang Yulong Yang Ishan Saha Christine Allen-Blanchette 62 1 0 31 Jan 2025
Scanning Trojaned Models Using Out-of-Distribution Samples Hossein Mirzaei Ali Ansari Bahar Dibaei Nia Mojtaba Nafez Moein Madadi ... Kian Shamsaie Mahdi Hajialilue Jafar Habibi Mohammad Sabokrou M. Rohban OODD 63 2 0 28 Jan 2025
Killing it with Zero-Shot: Adversarially Robust Novelty Detection Hossein Mirzaei Mohammad Jafari Hamid Reza Dehbashi Zeinab Sadat Taghavi Mohammad Sabokrou M. Rohban 77 1 0 28 Jan 2025
Randomized Block-Coordinate Optimistic Gradient Algorithms for Root-Finding Problems Quoc Tran-Dinh Yang Luo 97 6 0 28 Jan 2025
Two-Timescale Gradient Descent Ascent Algorithms for Nonconvex Minimax Optimization Tianyi Lin Chi Jin Michael I. Jordan 52 7 0 28 Jan 2025
Understanding the Functional Roles of Modelling Components in Spiking Neural Networks Huifeng Yin Hanle Zheng Jiayi Mao Siyuan Ding Xing Liu M. Xu Yifan Hu Jing Pei Lei Deng 50 1 0 28 Jan 2025
Improving Factuality in Large Language Models via Decoding-Time Hallucinatory and Truthful Comparators Dingkang Yang Dongling Xiao Jinjie Wei Mingcheng Li Zhaoyu Chen Ke Li Li Zhang HILM 94 3 0 28 Jan 2025
Feasible Learning Juan Ramirez Ignacio Hounie Juan Elenter Jose Gallego-Posada Meraj Hashemizadeh Alejandro Ribeiro Simon Lacoste-Julien 39 0 0 28 Jan 2025
Autoencoders for Anomaly Detection are Unreliable Roel Bouman Tom Heskes 43 1 0 23 Jan 2025
Enhancing Robust Fairness via Confusional Spectral Regularization Gaojie Jin Sihao Wu Jiaxu Liu Tianjin Huang Ronghui Mu 97 1 0 22 Jan 2025
Robust Representation Consistency Model via Contrastive Denoising Jiachen Lei Julius Berner Jiongxiao Wang Zhongzhu Chen Zhongjia Ba Kui Ren Jun Zhu Anima Anandkumar DiffM 82 0 0 22 Jan 2025
With Great Backbones Comes Great Adversarial Transferability Erik Arakelyan Karen Hambardzumyan Davit Papikyan Pasquale Minervini Albert Gordo Isabelle Augenstein Aram H. Markosyan AAML 70 0 0 21 Jan 2025
On the Adversarial Vulnerabilities of Transfer Learning in Remote Sensing Tao Bai Xingjian Tian Yonghao Xu B. Wen AAML 43 0 0 20 Jan 2025
CaFA: Cost-aware, Feasible Attacks With Database Constraints Against Neural Tabular Classifiers Matan Ben-Tov Daniel Deutch Nave Frost Mahmood Sharif AAML 109 0 0 20 Jan 2025
Geometric Median (GM) Matching for Robust Data Pruning Anish Acharya Inderjit S Dhillon Sujay Sanghavi AAML 59 0 0 20 Jan 2025
Provably Safeguarding a Classifier from OOD and Adversarial Samples: an Extreme Value Theory Approach Nicolas Atienza Christophe Labreuche Johanne Cohen Michele Sebag OODD AAML 185 0 0 20 Jan 2025
MRI2Speech: Speech Synthesis from Articulatory Movements Recorded by Real-time MRI N. Shah Ayan Kashyap Shirish S. Karande Vineet Gandhi 52 0 0 20 Jan 2025
On the Hypomonotone Class of Variational Inequalities Khaled Alomar Tatjana Chavdarova 33 0 0 20 Jan 2025
Differentiable Adversarial Attacks for Marked Temporal Point Processes Pritish Chakraborty Vinayak Gupta R. Raj Srikanta J. Bedathur A. De AAML 230 0 0 17 Jan 2025
On the uncertainty principle of neural networks Jun-Jie Zhang Dong-xiao Zhang Jian-Nan Chen L. Pang Deyu Meng 57 2 0 17 Jan 2025
Nonsmooth Nonconvex-Nonconcave Minimax Optimization: Primal-Dual Balancing and Iteration Complexity Analysis Jiajin Li Lingling Zhu Anthony Man-Cho So 54 4 0 17 Jan 2025