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Towards Evaluating the Robustness of Neural Networks

16 August 2016

Papers citing "Towards Evaluating the Robustness of Neural Networks"

50 / 4,015 papers shown

Title
Adversarial ML Problems Are Getting Harder to Solve and to Evaluate Javier Rando Jie Zhang Nicholas Carlini F. Tramèr AAML ELM 141 9 0 04 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 143 1 0 03 Feb 2025
UNIDOOR: A Universal Framework for Action-Level Backdoor Attacks in Deep Reinforcement Learning Oubo Ma L. Du Yang Dai Chunyi Zhou Qingming Li Yuwen Pu Shouling Ji 100 2 0 28 Jan 2025
Defending against Adversarial Malware Attacks on ML-based Android Malware Detection Systems Ping He Lorenzo Cavallaro Shouling Ji AAML 211 0 0 23 Jan 2025
Enhancing Robust Fairness via Confusional Spectral Regularization Gaojie Jin Sihao Wu Jiaxu Liu Tianjin Huang Ronghui Mu 216 1 0 22 Jan 2025
On the Adversarial Vulnerabilities of Transfer Learning in Remote Sensing Tao Bai Xingjian Tian Yonghao Xu Bihan Wen AAML 104 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 86 1 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 220 1 0 20 Jan 2025
Improving the Efficiency of Self-Supervised Adversarial Training through Latent Clustering-Based Selection Somrita Ghosh Yuelin Xu Xiao Zhang AAML OOD 88 0 0 15 Jan 2025
MOS-Attack: A Scalable Multi-objective Adversarial Attack Framework Ping Guo Cheng Gong Xi Lin Fei Liu Zhichao Lu Qingfu Zhang Zhenkun Wang AAML 118 0 0 13 Jan 2025
Protego: Detecting Adversarial Examples for Vision Transformers via Intrinsic Capabilities Jialin Wu Kaikai Pan Yanjiao Chen Jiangyi Deng Shengyuan Pang Wei Dong ViT AAML 125 0 0 13 Jan 2025
Towards Fair Class-wise Robustness: Class Optimal Distribution Adversarial Training Hongxin Zhi Hongtao Yu Shaome Li Xiuming Zhao Yiteng Wu OOD 73 0 0 08 Jan 2025
Stability and Generalization in Free Adversarial Training Xiwei Cheng Kexin Fu Farzan Farnia AAML 86 3 0 08 Jan 2025
GCP: Guarded Collaborative Perception with Spatial-Temporal Aware Malicious Agent Detection Yihang Tao Senkang Hu Yue Hu Haonan An Hangcheng Cao Yuguang Fang AAML 119 1 0 05 Jan 2025
Exploring Secure Machine Learning Through Payload Injection and FGSM Attacks on ResNet-50 Umesh Yadav Suman Niraula Gaurav Kumar Gupta Bicky Yadav SILM 186 0 0 04 Jan 2025
Standard-Deviation-Inspired Regularization for Improving Adversarial Robustness Olukorede Fakorede Modeste Atsague Jin Tian AAML 79 0 0 31 Dec 2024
Two Heads Are Better Than One: Averaging along Fine-Tuning to Improve Targeted Transferability Hui Zeng Sanshuai Cui Biwei Chen Anjie Peng AAML 126 0 0 31 Dec 2024
A Robust Adversarial Ensemble with Causal (Feature Interaction) Interpretations for Image Classification Chunheng Zhao P. Pisu G. Comert N. Begashaw Varghese Vaidyan Nina Christine Hubig AAML 101 0 0 31 Dec 2024
Enhancing Adversarial Robustness of Deep Neural Networks Through Supervised Contrastive Learning Longwei Wang Navid Nayyem Abdullah Rakin AAML 63 0 0 27 Dec 2024
Attribution for Enhanced Explanation with Transferable Adversarial eXploration Zhiyu Zhu Jiayu Zhang Zhibo Jin Huaming Chen Jianlong Zhou Fang Chen AAML ViT 88 0 0 27 Dec 2024
Central limit theorems for vector-valued composite functionals with smoothing and applications Huhui Chen Darinka Dentcheva Yang Lin Gregory J. Stock 109 3 0 26 Dec 2024
Evaluating the Adversarial Robustness of Detection Transformers A. Nazeri Chunheng Zhao P. Pisu AAML 124 1 0 25 Dec 2024
Diverse and Effective Red Teaming with Auto-generated Rewards and Multi-step Reinforcement Learning Alex Beutel Kai Y. Xiao Johannes Heidecke Lilian Weng AAML 78 7 0 24 Dec 2024
Breaking Barriers in Physical-World Adversarial Examples: Improving Robustness and Transferability via Robust Feature Yichen Wang Yuxuan Chou Ziqi Zhou Hangtao Zhang Wei Wan Shengshan Hu Minghui Li AAML 170 5 0 22 Dec 2024
NumbOD: A Spatial-Frequency Fusion Attack Against Object Detectors Ziqi Zhou Bowen Li Yufei Song Zhifei Yu Shengshan Hu Wei Wan L. Zhang Dezhong Yao Hai Jin AAML 177 2 0 22 Dec 2024
ErasableMask: A Robust and Erasable Privacy Protection Scheme against Black-box Face Recognition Models Sipeng Shen Yunming Zhang Dengpan Ye Xiuwen Shi Long Tang Haoran Duan Yueyun Shang Zhihong Tian AAML PICV 233 0 0 22 Dec 2024
Forget Vectors at Play: Universal Input Perturbations Driving Machine Unlearning in Image Classification Changchang Sun Ren Wang Yihua Zhang Jinghan Jia Jiancheng Liu Gaowen Liu Sijia Liu Yan Yan AAML MU 172 0 0 21 Dec 2024
Texture- and Shape-based Adversarial Attacks for Vehicle Detection in Synthetic Overhead Imagery Mikael Yeghiazaryan Sai Abhishek Siddhartha Namburu Emily Kim Stanislav Panev Celso de Melo Brent Lance Fernando de la Torre Jessica K. Hodgins AAML 130 0 0 20 Dec 2024
Holistic Adversarially Robust Pruning Qi Zhao Christian Wressnegger 133 10 0 19 Dec 2024
Landscape of AI safety concerns - A methodology to support safety assurance for AI-based autonomous systems Ronald Schnitzer Lennart Kilian Simon Roessner Konstantinos Theodorou Sonja Zillner 134 0 0 18 Dec 2024
Physics-Based Adversarial Attack on Near-Infrared Human Detector for Nighttime Surveillance Camera Systems Muyao Niu Zechao Li Yifan Zhan H. Nguyen Isao Echizen Yinqiang Zheng AAML 143 3 0 18 Dec 2024
Adversarial Hubness in Multi-Modal Retrieval Tingwei Zhang Fnu Suya Rishi Jha Collin Zhang Vitaly Shmatikov AAML 178 1 0 18 Dec 2024
Targeted View-Invariant Adversarial Perturbations for 3D Object Recognition Christian Green Mehmet Ergezer Abdurrahman Zeybey AAML 108 0 0 17 Dec 2024
Towards Adversarial Robustness of Model-Level Mixture-of-Experts Architectures for Semantic Segmentation Svetlana Pavlitska Enrico Eisen J. Marius Zöllner AAML UQCV MoE 176 1 0 16 Dec 2024
WFCAT: Augmenting Website Fingerprinting with Channel-wise Attention on Timing Features Jiajun Gong Wei Cai Siyuan Liang Zhong Guan Tao Wang Ee-Chien Chang 118 0 0 16 Dec 2024
A Comprehensive Review of Adversarial Attacks on Machine Learning Syed Quiser Ahmed Bharathi Vokkaliga Ganesh Sathyanarayana Sampath Kumar Prakhar Mishra Ravi Anand Bhanuteja Akurathi AAML 99 0 0 16 Dec 2024
Transferable Adversarial Face Attack with Text Controlled Attribute Wenyun Li Zheng Zhang X. Lan D. Jiang AAML 163 2 0 16 Dec 2024
Learning Robust and Privacy-Preserving Representations via Information Theory Binghui Zhang Sayedeh Leila Noorbakhsh Yun Dong Yuan Hong Binghui Wang 157 0 0 15 Dec 2024
PGD-Imp: Rethinking and Unleashing Potential of Classic PGD with Dual Strategies for Imperceptible Adversarial Attacks Jin Li Zitong Yu Ziqiang He Zhong Wang Xiangui Kang AAML 180 0 0 15 Dec 2024
LAN: Learning to Adapt Noise for Image Denoising Changjin Kim Tae Hyun Kim Sungyong Baik 166 4 0 14 Dec 2024
On Evaluating the Durability of Safeguards for Open-Weight LLMs Xiangyu Qi Boyi Wei Nicholas Carlini Yangsibo Huang Tinghao Xie Luxi He Matthew Jagielski Milad Nasr Prateek Mittal Peter Henderson AAML 137 22 0 10 Dec 2024
Pre-trained Multiple Latent Variable Generative Models are good defenders against Adversarial Attacks Dario Serez Marco Cristani Alessio Del Bue Vittorio Murino Pietro Morerio AAML 167 0 0 04 Dec 2024
Sustainable Self-evolution Adversarial Training Wenxuan Wang Chenglei Wang Huihui Qi Menghao Ye Xuelin Qian Peng Wang Yanning Zhang AAML 137 0 0 03 Dec 2024
Adversarial Attacks on Hyperbolic Networks Max van Spengler Jan Zahálka Pascal Mettes AAML OOD 180 0 0 02 Dec 2024
DiffPatch: Generating Customizable Adversarial Patches using Diffusion Models Zhixiang Wang Guangnan Ye Xinyu Wang Siheng Chen Ziyi Wang Xingjun Ma Yu-Gang Jiang AAML DiffM 201 0 0 02 Dec 2024
Fall Leaf Adversarial Attack on Traffic Sign Classification Anthony Etim Jakub Szefer AAML 170 3 0 27 Nov 2024
PEFTGuard: Detecting Backdoor Attacks Against Parameter-Efficient Fine-Tuning Zhen Sun Tianshuo Cong Yule Liu Chenhao Lin Xinlei He Rongmao Chen Xingshuo Han Xinyi Huang AAML 174 6 0 26 Nov 2024
Edit Away and My Face Will not Stay: Personal Biometric Defense against Malicious Generative Editing Hanhui Wang Yihua Zhang Ruizheng Bai Yue Zhao Sijia Liu Zhuowen Tu AAML PICV 167 2 0 25 Nov 2024
Improving Transferable Targeted Attacks with Feature Tuning Mixup K. Liang Xuelong Dai Yanjie Li Dong Wang Bin Xiao AAML 527 0 0 23 Nov 2024
Adversarial Prompt Distillation for Vision-Language Models Lin Luo Xin Wang Bojia Zi Shihao Zhao Xingjun Ma Yu-Gang Jiang AAML VLM 184 4 0 22 Nov 2024