Defense That Attacks: How Robust Models Become Better Attackers
Fuente:
arXiv
Saved in:
| Main Authors: | Awad, Mohamed, Akrm, Mahmoud, Gomaa, Walid |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
General Autonomous Cybersecurity Defense: Learning Robust Policies for Dynamic Topologies and Diverse Attackers
by: Ramamurthy, Arun, et al.
Published: (2025)
by: Ramamurthy, Arun, et al.
Published: (2025)
Filtered-ViT: A Robust Defense Against Multiple Adversarial Patch Attacks
by: Khanal, Aja, et al.
Published: (2025)
by: Khanal, Aja, et al.
Published: (2025)
Defense-to-Attack: Bypassing Weak Defenses Enables Stronger Jailbreaks in Vision-Language Models
by: Zhao, Yunhan, et al.
Published: (2025)
by: Zhao, Yunhan, et al.
Published: (2025)
Precision Aquaculture: An Integrated Computer Vision and IoT Approach for Optimized Tilapia Feeding
by: Hossam, Rania, et al.
Published: (2024)
by: Hossam, Rania, et al.
Published: (2024)
Robust Defense Strategies for Multimodal Contrastive Learning: Efficient Fine-tuning Against Backdoor Attacks
by: Hossain, Md. Iqbal, et al.
Published: (2025)
by: Hossain, Md. Iqbal, et al.
Published: (2025)
Robust Vision-Language Models via Tensor Decomposition: A Defense Against Adversarial Attacks
by: Patel, Het, et al.
Published: (2025)
by: Patel, Het, et al.
Published: (2025)
When the Prompt Becomes Visual: Vision-Centric Jailbreak Attacks for Large Image Editing Models
by: Hou, Jiacheng, et al.
Published: (2026)
by: Hou, Jiacheng, et al.
Published: (2026)
DroneVis: Versatile Computer Vision Library for Drones
by: Heakl, Ahmed, et al.
Published: (2024)
by: Heakl, Ahmed, et al.
Published: (2024)
Dyslexify: A Mechanistic Defense Against Typographic Attacks in CLIP
by: Hufe, Lorenz, et al.
Published: (2025)
by: Hufe, Lorenz, et al.
Published: (2025)
Attention-Based Real-Time Defenses for Physical Adversarial Attacks in Vision Applications
by: Rossolini, Giulio, et al.
Published: (2023)
by: Rossolini, Giulio, et al.
Published: (2023)
Navigation as Attackers Wish? Towards Building Robust Embodied Agents under Federated Learning
by: Zhang, Yunchao, et al.
Published: (2022)
by: Zhang, Yunchao, et al.
Published: (2022)
Concept-Based Masking: A Patch-Agnostic Defense Against Adversarial Patch Attacks
by: Mehrotra, Ayushi, et al.
Published: (2025)
by: Mehrotra, Ayushi, et al.
Published: (2025)
Mitigating Adversarial Attacks in LLMs through Defensive Suffix Generation
by: Kim, Minkyoung, et al.
Published: (2024)
by: Kim, Minkyoung, et al.
Published: (2024)
Adversarial Attacks and Defenses on Text-to-Image Diffusion Models: A Survey
by: Zhang, Chenyu, et al.
Published: (2024)
by: Zhang, Chenyu, et al.
Published: (2024)
Certified Zeroth-order Black-Box Defense with Robust UNet Denoiser
by: Verma, Astha, et al.
Published: (2023)
by: Verma, Astha, et al.
Published: (2023)
Navigating the Trade-off: A Synthesis of Defensive Strategies for Zero-Shot Adversarial Robustness in Vision-Language Models
by: Xu, Zane, et al.
Published: (2025)
by: Xu, Zane, et al.
Published: (2025)
Unlearning Sensitive Information in Multimodal LLMs: Benchmark and Attack-Defense Evaluation
by: Patil, Vaidehi, et al.
Published: (2025)
by: Patil, Vaidehi, et al.
Published: (2025)
A Hybrid Defense Strategy for Boosting Adversarial Robustness in Vision-Language Models
by: Liang, Yuhan, et al.
Published: (2024)
by: Liang, Yuhan, et al.
Published: (2024)
Robustness of Vision Language Models Against Split-Image Harmful Input Attacks
by: Rashid, Md Rafi Ur, et al.
Published: (2026)
by: Rashid, Md Rafi Ur, et al.
Published: (2026)
A Real-Time Defense Against Object Vanishing Adversarial Patch Attacks for Object Detection in Autonomous Vehicles
by: Mu, Jaden
Published: (2024)
by: Mu, Jaden
Published: (2024)
Image Synthesis with Class-Aware Semantic Diffusion Models for Surgical Scene Segmentation
by: Zhou, Yihang, et al.
Published: (2024)
by: Zhou, Yihang, et al.
Published: (2024)
Adversarial Defense in Vision-Language Models: An Overview
by: Fu, Xiaowei, et al.
Published: (2026)
by: Fu, Xiaowei, et al.
Published: (2026)
Probing the Robustness of Vision-Language Pretrained Models: A Multimodal Adversarial Attack Approach
by: Guan, Jiwei, et al.
Published: (2024)
by: Guan, Jiwei, et al.
Published: (2024)
Securing Vision-Language Models with a Robust Encoder Against Jailbreak and Adversarial Attacks
by: Hossain, Md Zarif, et al.
Published: (2024)
by: Hossain, Md Zarif, et al.
Published: (2024)
Improved Diffusion-based Generative Model with Better Adversarial Robustness
by: Wang, Zekun, et al.
Published: (2025)
by: Wang, Zekun, et al.
Published: (2025)
Steal Now and Attack Later: Evaluating Robustness of Object Detection against Black-box Adversarial Attacks
by: Chen, Erh-Chung, et al.
Published: (2024)
by: Chen, Erh-Chung, et al.
Published: (2024)
DEX-AR: A Dynamic Explainability Method for Autoregressive Vision-Language Models
by: Bousselham, Walid, et al.
Published: (2026)
by: Bousselham, Walid, et al.
Published: (2026)
Towards Robust Physical-world Backdoor Attacks on Lane Detection
by: Zhang, Xinwei, et al.
Published: (2024)
by: Zhang, Xinwei, et al.
Published: (2024)
Brain Tumor Classifiers Under Attack: Robustness of ResNet Variants Against Transferable FGSM and PGD Attacks
by: Deem, Ryan, et al.
Published: (2026)
by: Deem, Ryan, et al.
Published: (2026)
Autoencoder-based Denoising Defense against Adversarial Attacks on Object Detection
by: Song, Min Geun, et al.
Published: (2025)
by: Song, Min Geun, et al.
Published: (2025)
Proactive Disentangled Modeling of Trigger-Object Pairings for Backdoor Defense
by: Stein, Kyle, et al.
Published: (2025)
by: Stein, Kyle, et al.
Published: (2025)
Latent Video Prediction Learns Better World Models
by: Alrasheed, Ali J, et al.
Published: (2026)
by: Alrasheed, Ali J, et al.
Published: (2026)
Reinforced Embodied Active Defense: Exploiting Adaptive Interaction for Robust Visual Perception in Adversarial 3D Environments
by: Yang, Xiao, et al.
Published: (2025)
by: Yang, Xiao, et al.
Published: (2025)
Towards Safe Synthetic Image Generation On the Web: A Multimodal Robust NSFW Defense and Million Scale Dataset
by: Muneer, Muhammad Shahid, et al.
Published: (2025)
by: Muneer, Muhammad Shahid, et al.
Published: (2025)
T2I-RiskyPrompt: A Benchmark for Safety Evaluation, Attack, and Defense on Text-to-Image Model
by: Zhang, Chenyu, et al.
Published: (2025)
by: Zhang, Chenyu, et al.
Published: (2025)
From Evaluation to Defense: Advancing Safety in Video Large Language Models
by: Sun, Yiwei, et al.
Published: (2025)
by: Sun, Yiwei, et al.
Published: (2025)
Multimodal Language Models See Better When They Look Shallower
by: Chen, Haoran, et al.
Published: (2025)
by: Chen, Haoran, et al.
Published: (2025)
SkipViT: Speeding Up Vision Transformers with a Token-Level Skip Connection
by: Ataiefard, Foozhan, et al.
Published: (2024)
by: Ataiefard, Foozhan, et al.
Published: (2024)
Memory Efficient Full-gradient Attacks (MEFA) Framework for Adversarial Defense Evaluations
by: Du, Yuan, et al.
Published: (2026)
by: Du, Yuan, et al.
Published: (2026)
Representation-Level Adversarial Regularization for Clinically Aligned Multitask Thyroid Ultrasound Assessment
by: Salama, Dina, et al.
Published: (2026)
by: Salama, Dina, et al.
Published: (2026)
Similar Items
-
General Autonomous Cybersecurity Defense: Learning Robust Policies for Dynamic Topologies and Diverse Attackers
by: Ramamurthy, Arun, et al.
Published: (2025) -
Filtered-ViT: A Robust Defense Against Multiple Adversarial Patch Attacks
by: Khanal, Aja, et al.
Published: (2025) -
Defense-to-Attack: Bypassing Weak Defenses Enables Stronger Jailbreaks in Vision-Language Models
by: Zhao, Yunhan, et al.
Published: (2025) -
Precision Aquaculture: An Integrated Computer Vision and IoT Approach for Optimized Tilapia Feeding
by: Hossam, Rania, et al.
Published: (2024) -
Robust Defense Strategies for Multimodal Contrastive Learning: Efficient Fine-tuning Against Backdoor Attacks
by: Hossain, Md. Iqbal, et al.
Published: (2025)