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Towards Evaluating the Robustness of Neural Networks

16 August 2016

Papers citing "Towards Evaluating the Robustness of Neural Networks"

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Title
SVASTIN: Sparse Video Adversarial Attack via Spatio-Temporal Invertible Neural Networks Yi Pan Jun-Jie Huang Zihan Chen Wentao Zhao Ziyue Wang 53 1 0 04 Jun 2024
Towards General Robustness Verification of MaxPool-based Convolutional Neural Networks via Tightening Linear Approximation Yuan Xiao Shiqing Ma Juan Zhai Chunrong Fang Jinyuan Jia Zhenyu Chen AAML 88 1 0 02 Jun 2024
Investigating Calibration and Corruption Robustness of Post-hoc Pruned Perception CNNs: An Image Classification Benchmark Study Pallavi Mitra Gesina Schwalbe Nadja Klein AAML 74 1 0 31 May 2024
Unveiling the Lexical Sensitivity of LLMs: Combinatorial Optimization for Prompt Enhancement Pengwei Zhan Zhen Xu Qian Tan Jie Song Ru Xie 81 7 0 31 May 2024
Investigating and unmasking feature-level vulnerabilities of CNNs to adversarial perturbations Davide Coppola Hwee Kuan Lee AAML 87 1 0 31 May 2024
Deep Learning Approaches for Detecting Adversarial Cyberbullying and Hate Speech in Social Networks S. Azumah Nelly Elsayed Zag ElSayed Murat Ozer Amanda La Guardia 90 3 0 30 May 2024
HOLMES: to Detect Adversarial Examples with Multiple Detectors Jing Wen AAML 80 0 0 30 May 2024
Evaluating the Effectiveness and Robustness of Visual Similarity-based Phishing Detection Models Fujiao Ji Kiho Lee Hyungjoon Koo Wenhao You Euijin Choo Hyoungshick Kim Doowon Kim AAML 99 2 0 30 May 2024
Diffusion Policy Attacker: Crafting Adversarial Attacks for Diffusion-based Policies Yipu Chen Haotian Xue Yongxin Chen AAML 64 5 0 29 May 2024
Efficient Black-box Adversarial Attacks via Bayesian Optimization Guided by a Function Prior Shuyu Cheng Yibo Miao Yinpeng Dong Xiao Yang Xiao-Shan Gao Jun Zhu AAML 101 5 0 29 May 2024
EntProp: High Entropy Propagation for Improving Accuracy and Robustness Shohei Enomoto AAML 109 1 0 29 May 2024
Towards Unified Robustness Against Both Backdoor and Adversarial Attacks Zhenxing Niu Yuyao Sun Qiguang Miao Rong Jin Gang Hua AAML 70 7 0 28 May 2024
TIMA: Text-Image Mutual Awareness for Balancing Zero-Shot Adversarial Robustness and Generalization Ability Fengji Ma Li Liu Hei Victor Cheng VLM 86 0 0 27 May 2024
Cross-Modal Safety Alignment: Is textual unlearning all you need? Trishna Chakraborty Erfan Shayegani Zikui Cai Nael B. Abu-Ghazaleh M. Salman Asif Yue Dong Amit K. Roy-Chowdhury Chengyu Song 88 18 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 107 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
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
Enhancing Adversarial Transferability Through Neighborhood Conditional Sampling Chunlin Qiu Yiheng Duan Lingchen Zhao Qian Wang AAML 93 3 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
Robust width: A lightweight and certifiable adversarial defense Jonathan Peck Bart Goossens AAML 80 2 0 24 May 2024
HiddenSpeaker: Generate Imperceptible Unlearnable Audios for Speaker Verification System Zhisheng Zhang Pengyang Huang AAML 101 3 0 24 May 2024
Adversarial Attacks on Hidden Tasks in Multi-Task Learning Yu Zhe Rei Nagaike Daiki Nishiyama Kazuto Fukuchi Jun Sakuma AAML 81 0 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
Eidos: Efficient, Imperceptible Adversarial 3D Point Clouds Hanwei Zhang Luo Cheng Qisong He Wei Huang Renjue Li R. Sicre Xiaowei Huang Holger Hermanns Lijun Zhang AAML 64 1 0 23 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
Interactive Simulations of Backdoors in Neural Networks Peter Bajcsy Maxime Bros 58 0 0 21 May 2024
Fully Exploiting Every Real Sample: SuperPixel Sample Gradient Model Stealing Yunlong Zhao Xiaoheng Deng Yijing Liu Xin-jun Pei Jiazhi Xia Wei Chen AAML 50 3 0 18 May 2024
Trustworthy Actionable Perturbations Jesse Friedbaum Sudarshan Adiga Ravi Tandon AAML 85 2 0 18 May 2024
Boosting Few-Pixel Robustness Verification via Covering Verification Designs Yuval Shapira Naor Wiesel Shahar Shabelman Dana Drachsler-Cohen AAML 80 0 0 17 May 2024
Infrared Adversarial Car Stickers Xiaopei Zhu Yuqiu Liu Zhan Hu Jianmin Li Xiaolin Hu AAML 90 0 0 16 May 2024
Towards Evaluating the Robustness of Automatic Speech Recognition Systems via Audio Style Transfer Weifei Jin Yuxin Cao Junjie Su Qi Shen Kai Ye Derui Wang Jie Hao Ziyao Liu AAML 132 2 0 15 May 2024
Properties that allow or prohibit transferability of adversarial attacks among quantized networks Abhishek Shrestha Jürgen Grossmann AAML 42 0 0 15 May 2024
Cross-Input Certified Training for Universal Perturbations Changming Xu Gagandeep Singh AAML 64 2 0 15 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
$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
PUMA: margin-based data pruning Javier Maroto Pascal Frossard AAML 81 1 0 10 May 2024
TS3IM: Unveiling Structural Similarity in Time Series through Image Similarity Assessment Insights Yuhan Liu Ke Tu AI4TS 23 1 0 10 May 2024
BB-Patch: BlackBox Adversarial Patch-Attack using Zeroth-Order Optimization Satyadwyoom Kumar Saurabh Gupta Arun Balaji Buduru AAML 60 0 0 09 May 2024
Poisoning-based Backdoor Attacks for Arbitrary Target Label with Positive Triggers Binxiao Huang Jason Chun Lok Li Chang Liu Ngai Wong AAML 116 0 0 09 May 2024
Universal Adversarial Perturbations for Vision-Language Pre-trained Models Pengfei Zhang Zi Huang Guangdong Bai AAML 87 13 0 09 May 2024
Towards Accurate and Robust Architectures via Neural Architecture Search Yuwei Ou Yuqi Feng Yanan Sun AAML 55 2 0 09 May 2024
Revisiting character-level adversarial attacks Elias Abad Rocamora Yongtao Wu Fanghui Liu Grigorios G. Chrysos Volkan Cevher AAML 96 4 0 07 May 2024
Is ReLU Adversarially Robust? Korn Sooksatra Greg Hamerly Pablo Rivas 79 3 0 06 May 2024
Impact of Architectural Modifications on Deep Learning Adversarial Robustness Firuz Juraev Mohammed Abuhamad Simon S. Woo George K Thiruvathukal Tamer Abuhmed AAML 147 0 0 03 May 2024
Uniformly Stable Algorithms for Adversarial Training and Beyond Jiancong Xiao Jiawei Zhang Zhimin Luo Asuman Ozdaglar AAML 72 2 0 03 May 2024
Adversarial Attacks on Reinforcement Learning Agents for Command and Control Ahaan Dabholkar James Z. Hare Mark R. Mittrick John Richardson Nick Waytowich Priya Narayanan Saurabh Bagchi AAML 69 1 0 02 May 2024