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
Towards Effective and Sparse Adversarial Attack on Spiking Neural Networks via Breaking Invisible Surrogate Gradients Li Lun Kunyu Feng Qinglong Ni Ling Liang Yuan Wang Ying Li Dunshan Yu Xiaoxin Cui AAML 81 0 0 05 Mar 2025
CLIP is Strong Enough to Fight Back: Test-time Counterattacks towards Zero-shot Adversarial Robustness of CLIP Songlong Xing Zhengyu Zhao N. Sebe AAML 62 1 0 05 Mar 2025
Adversarial Training for Multimodal Large Language Models against Jailbreak Attacks Liming Lu Shuchao Pang Siyuan Liang Haotian Zhu Xiyu Zeng Aishan Liu Yunhuai Liu Yongbin Zhou AAML 51 2 0 05 Mar 2025
Task-Agnostic Attacks Against Vision Foundation Models Brian Pulfer Yury Belousov Vitaliy Kinakh Teddy Furon S. Voloshynovskiy AAML 77 0 0 05 Mar 2025
Predicting Practically? Domain Generalization for Predictive Analytics in Real-world Environments Hanyu Duan Yi Yang Ahmed Abbasi Kar Yan Tam OOD 97 0 0 05 Mar 2025
LLM-Safety Evaluations Lack Robustness Tim Beyer Sophie Xhonneux Simon Geisler Gauthier Gidel Leo Schwinn Stephan Günnemann ALM ELM 215 0 0 04 Mar 2025
S4D-Bio Audio Monitoring of Bone Cement Disintegration in Pulsating Fluid Jet Surgery under Laboratory Conditions Melanie Schaller Sergej Hloch Akash Nag Dagmar Klichova Nick Janssen Frank Pude Michal Zelenak Bodo Rosenhahn 74 0 0 04 Mar 2025
DDAD: A Two-pronged Adversarial Defense Based on Distributional Discrepancy Jiacheng Zhang Benjamin I. P. Rubinstein Junge Zhang Feng Liu 71 0 0 04 Mar 2025
STAR: Stability-Inducing Weight Perturbation for Continual Learning Masih Eskandar Tooba Imtiaz Davin Hill Zifeng Wang Jennifer Dy CLL 36 0 0 03 Mar 2025
AutoAdvExBench: Benchmarking autonomous exploitation of adversarial example defenses Nicholas Carlini Javier Rando Edoardo Debenedetti Milad Nasr F. Tramèr AAML ELM 47 2 0 03 Mar 2025
Same Question, Different Words: A Latent Adversarial Framework for Prompt Robustness Tingchen Fu Fazl Barez AAML 65 0 0 03 Mar 2025
Generalizable Prompt Learning of CLIP: A Brief Overview Fangming Cui Yonggang Zhang Xuan Wang Xule Wang Liang Xiao VPVLM VLM 200 0 0 03 Mar 2025
Adversarial Agents: Black-Box Evasion Attacks with Reinforcement Learning Kyle Domico Jean-Charles Noirot Ferrand Ryan Sheatsley Eric Pauley Josiah Hanna Patrick McDaniel AAML 34 1 0 03 Mar 2025
Transformer Meets Twicing: Harnessing Unattended Residual Information Laziz U. Abdullaev Tan M. Nguyen 41 2 0 02 Mar 2025
TAET: Two-Stage Adversarial Equalization Training on Long-Tailed Distributions Wang YuHang Junkang Guo Aolei Liu Kaihao Wang Zaitong Wu Zhenyu Liu Wenfei Yin Jian Liu AAML 50 0 0 02 Mar 2025
AMUN: Adversarial Machine UNlearning A. Boroojeny Hari Sundaram Varun Chandrasekaran MU AAML 48 0 0 02 Mar 2025
A Survey of Adversarial Defenses in Vision-based Systems: Categorization, Methods and Challenges Nandish Chattopadhyay Abdul Basit B. Ouni Muhammad Shafique AAML 31 0 0 01 Mar 2025
Continuous Adversarial Text Representation Learning for Affective Recognition Seungah Son Andrez Saurez Dongsoo Har 40 0 0 28 Feb 2025
Fast Adversarial Training against Sparse Attacks Requires Loss Smoothing Xuyang Zhong Yixiao Huang Chen Liu AAML 46 0 0 28 Feb 2025
Concealed Adversarial attacks on neural networks for sequential data P. Sokerin Dmitry Anikin Sofia Krehova Alexey Zaytsev AAML AI4TS 49 0 0 28 Feb 2025
Data-free Universal Adversarial Perturbation with Pseudo-semantic Prior Chanhui Lee Yeonghwan Song Jeany Son AAML 180 0 0 28 Feb 2025
Exploring the Impact of Temperature Scaling in Softmax for Classification and Adversarial Robustness Hao Xuan Bokai Yang Xingyu Li AAML 49 2 0 28 Feb 2025
QFAL: Quantum Federated Adversarial Learning Walid El Maouaki Nouhaila Innan Alberto Marchisio Taoufik Said Mohamed Bennai Muhammad Shafique FedML 58 4 0 28 Feb 2025
UDora: A Unified Red Teaming Framework against LLM Agents by Dynamically Hijacking Their Own Reasoning J.N. Zhang Shuang Yang B. Li AAML LLMAG 58 0 0 28 Feb 2025
Decoder Gradient Shield: Provable and High-Fidelity Prevention of Gradient-Based Box-Free Watermark Removal Haonan An Guang Hua Zhengru Fang Guowen Xu Susanto Rahardja Yuguang Fang AAML 53 0 0 28 Feb 2025
SafeText: Safe Text-to-image Models via Aligning the Text Encoder Yuepeng Hu Zhengyuan Jiang Neil Zhenqiang Gong 69 1 0 28 Feb 2025
Improving Adversarial Transferability in MLLMs via Dynamic Vision-Language Alignment Attack Chenhe Gu Jindong Gu Andong Hua Yao Qin AAML 47 0 0 27 Feb 2025
LISArD: Learning Image Similarity to Defend Against Gray-box Adversarial Attacks Joana Cabral Costa Tiago Roxo Hugo Manuel Proença Pedro R. M. Inácio AAML 57 0 0 27 Feb 2025
Snowball Adversarial Attack on Traffic Sign Classification Anthony Etim Jakub Szefer AAML 56 0 0 27 Feb 2025
HALO: Robust Out-of-Distribution Detection via Joint Optimisation Hugo Lyons Keenan S. Erfani Christopher Leckie OODD 212 0 0 27 Feb 2025
Neural Antidote: Class-Wise Prompt Tuning for Purifying Backdoors in Pre-trained Vision-Language Models Jiawei Kong Hao Fang Sihang Guo Chenxi Qing Bin Chen Bin Wang Shu-Tao Xia AAML VLM 90 0 0 26 Feb 2025
The NeRF Signature: Codebook-Aided Watermarking for Neural Radiance Fields Ziyuan Luo Anderson de Rezende Rocha Boxin Shi Qing Guo Haoliang Li Renjie Wan 49 0 0 26 Feb 2025
CLIPure: Purification in Latent Space via CLIP for Adversarially Robust Zero-Shot Classification Mingkun Zhang Keping Bi Wei Chen J. Guo Xueqi Cheng BDL VLM 52 1 0 25 Feb 2025
Model-Free Adversarial Purification via Coarse-To-Fine Tensor Network Representation Guang Lin D. Nguyen Zerui Tao Konstantinos Slavakis Toshihisa Tanaka Qibin Zhao AAML 64 0 0 25 Feb 2025
MACPruning: Dynamic Operation Pruning to Mitigate Side-Channel DNN Model Extraction Ruyi Ding Cheng Gongye Davis Ranney A. A. Ding Yunsi Fei AAML 68 0 0 24 Feb 2025
Improved Diffusion-based Generative Model with Better Adversarial Robustness Zekun Wang Mingyang Yi Shuchen Xue Ziyu Li Ming Liu Bing Qin Zhi-Ming Ma DiffM 42 0 0 24 Feb 2025
Improving the Transferability of Adversarial Examples by Inverse Knowledge Distillation Wenyuan Wu Zheng Liu Yong Chen Chao Su Dezhong Peng Xu Wang AAML 39 0 0 24 Feb 2025
EigenShield: Causal Subspace Filtering via Random Matrix Theory for Adversarially Robust Vision-Language Models Nastaran Darabi Devashri Naik Sina Tayebati Dinithi Jayasuriya Ranganath Krishnan A. R. Trivedi AAML 52 0 0 24 Feb 2025
Interpreting Adversarial Attacks and Defences using Architectures with Enhanced Interpretability Akshay G Rao Chandrashekhar Lakshminarayanan Arun Rajkumar AI4CE AAML 39 0 0 24 Feb 2025
SMTFL: Secure Model Training to Untrusted Participants in Federated Learning Zhihui Zhao Xiaorong Dong Yimo Ren Jianhua Wang Dan Yu Hongsong Zhu Yongle Chen 86 0 0 24 Feb 2025
A stochastic smoothing framework for nonconvex-nonconcave min-sum-max problems with applications to Wasserstein distributionally robust optimization Wei Liu Muhammad Khan Gabriel Mancino-Ball Yangyang Xu 44 0 0 24 Feb 2025
Tracking the Copyright of Large Vision-Language Models through Parameter Learning Adversarial Images Yubo Wang Jianting Tang Chaohu Liu Linli Xu AAML 63 1 0 23 Feb 2025
Class-Conditional Neural Polarizer: A Lightweight and Effective Backdoor Defense by Purifying Poisoned Features Mingli Zhu Shaokui Wei Hongyuan Zha Baoyuan Wu AAML 44 0 0 23 Feb 2025
Can Indirect Prompt Injection Attacks Be Detected and Removed? Yulin Chen Haoran Li Yuan Sui Yufei He Yue Liu Yangqiu Song Bryan Hooi AAML 44 3 0 23 Feb 2025
Unified Prompt Attack Against Text-to-Image Generation Models Duo Peng Qiuhong Ke Mark He Huang Ping Hu Jun Liu 50 0 0 23 Feb 2025
A generative approach to LLM harmfulness detection with special red flag tokens Sophie Xhonneux David Dobre Mehrnaz Mohfakhami Leo Schwinn Gauthier Gidel 55 1 0 22 Feb 2025
SEA: Shareable and Explainable Attribution for Query-based Black-box Attacks Yue Gao Ilia Shumailov Kassem Fawaz AAML 148 0 0 21 Feb 2025
Nearshore Underwater Target Detection Meets UAV-borne Hyperspectral Remote Sensing: A Novel Hybrid-level Contrastive Learning Framework and Benchmark Dataset Jiahao Qi Chuanhong Zhou Xingyue Liu Chen Chen Dehui Zhu Kangcheng Bin Ping Zhong 74 0 0 21 Feb 2025
Tight Clusters Make Specialized Experts Stefan K. Nielsen R. Teo Laziz U. Abdullaev Tan M. Nguyen MoE 66 2 0 21 Feb 2025
CyberSentinel: An Emergent Threat Detection System for AI Security Krti Tallam 44 2 0 20 Feb 2025