Stego Battlefield: Evaluating Image Steganography Attacks and Steganalysis Defenses
Fuente:
arXiv
Saved in:
| Main Authors: | Sun, Zhen, Zhang, Zongmin, Sheng, Leyi, Liu, Yule, Liao, Yifan, Li, Ke, Zheng, Xinhu, Wei, Jiaheng, Yang, Wenyuan, He, Xinlei |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
TH-Bench: Evaluating Evading Attacks via Humanizing AI Text on Machine-Generated Text Detectors
by: Zheng, Jingyi, et al.
Published: (2025)
by: Zheng, Jingyi, et al.
Published: (2025)
Towards Next-Generation Steganalysis: LLMs Unleash the Power of Detecting Steganography
by: Yang, Minhao Bai. Jinshuai, et al.
Published: (2024)
by: Yang, Minhao Bai. Jinshuai, et al.
Published: (2024)
Jailbreak Attacks and Defenses Against Large Language Models: A Survey
by: Yi, Sibo, et al.
Published: (2024)
by: Yi, Sibo, et al.
Published: (2024)
Backdoor Attacks on Prompt-Driven Video Segmentation Foundation Models
by: Zhang, Zongmin, et al.
Published: (2025)
by: Zhang, Zongmin, et al.
Published: (2025)
SoK: Benchmarking Poisoning Attacks and Defenses in Federated Learning
by: Zhang, Heyi, et al.
Published: (2025)
by: Zhang, Heyi, et al.
Published: (2025)
Steganalysis of AI Models LSB Attacks
by: Gilkarov, Daniel, et al.
Published: (2023)
by: Gilkarov, Daniel, et al.
Published: (2023)
Exploring AI in Steganography and Steganalysis: Trends, Clusters, and Sustainable Development Potential
by: Sahu, Aditya Kumar, et al.
Published: (2025)
by: Sahu, Aditya Kumar, et al.
Published: (2025)
PEFTGuard: Detecting Backdoor Attacks Against Parameter-Efficient Fine-Tuning
by: Sun, Zhen, et al.
Published: (2024)
by: Sun, Zhen, et al.
Published: (2024)
On the Generation and Mitigation of Harmful Geometry in Image-to-3D Models
by: Liu, Yule, et al.
Published: (2026)
by: Liu, Yule, et al.
Published: (2026)
Targeted Pooled Latent-Space Steganalysis Applied to Generative Steganography, with a Fix
by: Levecque, Etienne, et al.
Published: (2025)
by: Levecque, Etienne, et al.
Published: (2025)
FC-Attack: Jailbreaking Multimodal Large Language Models via Auto-Generated Flowcharts
by: Zhang, Ziyi, et al.
Published: (2025)
by: Zhang, Ziyi, et al.
Published: (2025)
Quantized Delta Weight Is Safety Keeper
by: Liu, Yule, et al.
Published: (2024)
by: Liu, Yule, et al.
Published: (2024)
"To Survive, I Must Defect": Jailbreaking LLMs via the Game-Theory Scenarios
by: Sun, Zhen, et al.
Published: (2025)
by: Sun, Zhen, et al.
Published: (2025)
Auditing Data Membership in Reinforcement Learning With Verifiable Rewards
by: Liu, Yule, et al.
Published: (2025)
by: Liu, Yule, et al.
Published: (2025)
Are We in the AI-Generated Text World Already? Quantifying and Monitoring AIGT on Social Media
by: Sun, Zhen, et al.
Published: (2024)
by: Sun, Zhen, et al.
Published: (2024)
Approximate Gaussian Mapping for Generative Image Steganography
by: Xu, Yuhua, et al.
Published: (2025)
by: Xu, Yuhua, et al.
Published: (2025)
Finding Incompatible Blocks for Reliable JPEG Steganalysis
by: Levecque, Etienne, et al.
Published: (2024)
by: Levecque, Etienne, et al.
Published: (2024)
Data Reconstruction Attacks and Defenses: A Systematic Evaluation
by: Liu, Sheng, et al.
Published: (2024)
by: Liu, Sheng, et al.
Published: (2024)
CL-Attack: Textual Backdoor Attacks via Cross-Lingual Triggers
by: Zheng, Jingyi, et al.
Published: (2024)
by: Zheng, Jingyi, et al.
Published: (2024)
Unsafe LLM-Based Search: Quantitative Analysis and Mitigation of Safety Risks in AI Web Search
by: Luo, Zeren, et al.
Published: (2025)
by: Luo, Zeren, et al.
Published: (2025)
Membership Inference Attack Against Masked Image Modeling
by: Li, Zheng, et al.
Published: (2024)
by: Li, Zheng, et al.
Published: (2024)
Unified Steganography via Implicit Neural Representation
by: Song, Qi, et al.
Published: (2025)
by: Song, Qi, et al.
Published: (2025)
An Attack-Driven Incident Response and Defense System (ADIRDS)
by: Lai, Anthony Cheuk Tung, et al.
Published: (2025)
by: Lai, Anthony Cheuk Tung, et al.
Published: (2025)
Defense Against Prompt Injection Attack by Leveraging Attack Techniques
by: Chen, Yulin, et al.
Published: (2024)
by: Chen, Yulin, et al.
Published: (2024)
Stop Stealing My Data: Sanitizing Stego Channels in 3D Printing Design Files
by: Dolgavin, Aleksandr, et al.
Published: (2024)
by: Dolgavin, Aleksandr, et al.
Published: (2024)
Cybersecurity AI: Evaluating Agentic Cybersecurity in Attack/Defense CTFs
by: Balassone, Francesco, et al.
Published: (2025)
by: Balassone, Francesco, et al.
Published: (2025)
Backdoor Attack on Vision Language Models with Stealthy Semantic Manipulation
by: Zhong, Zhiyuan, et al.
Published: (2025)
by: Zhong, Zhiyuan, et al.
Published: (2025)
Provably Robust and Secure Steganography in Asymmetric Resource Scenario
by: Bai, Minhao, et al.
Published: (2024)
by: Bai, Minhao, et al.
Published: (2024)
Hiding Functions within Functions: Steganography by Implicit Neural Representations
by: Liu, Jia, et al.
Published: (2023)
by: Liu, Jia, et al.
Published: (2023)
Evaluating the Defense Potential of Machine Unlearning against Membership Inference Attacks
by: Tsiolakis, Theodoros, et al.
Published: (2025)
by: Tsiolakis, Theodoros, et al.
Published: (2025)
An Efficient Light-weight LSB steganography with Deep learning Steganalysis
by: Das, Dipnarayan, et al.
Published: (2022)
by: Das, Dipnarayan, et al.
Published: (2022)
Attack as Defense: Run-time Backdoor Implantation for Image Content Protection
by: Zhang, Haichuan, et al.
Published: (2024)
by: Zhang, Haichuan, et al.
Published: (2024)
JNI Global References Are Still Vulnerable: Attacks and Defenses
by: He, Yi, et al.
Published: (2024)
by: He, Yi, et al.
Published: (2024)
Zero-shot Generative Linguistic Steganography
by: Lin, Ke, et al.
Published: (2024)
by: Lin, Ke, et al.
Published: (2024)
Data Encryption Battlefield: A Deep Dive into the Dynamic Confrontations in Ransomware Attacks
by: Mahboubi, Arash, et al.
Published: (2025)
by: Mahboubi, Arash, et al.
Published: (2025)
Efficient Input-level Backdoor Defense on Text-to-Image Synthesis via Neuron Activation Variation
by: Zhai, Shengfang, et al.
Published: (2025)
by: Zhai, Shengfang, et al.
Published: (2025)
DASM: Domain-Aware Sharpness Minimization for Multi-Domain Voice Stream Steganalysis
by: Zhou, Pengcheng, et al.
Published: (2026)
by: Zhou, Pengcheng, et al.
Published: (2026)
Federated Learning: Attacks, Defenses, Opportunities, and Challenges
by: Shirvani, Ghazaleh, et al.
Published: (2024)
by: Shirvani, Ghazaleh, et al.
Published: (2024)
System Password Security: Attack and Defense Mechanisms
by: Shi, Chaofang, et al.
Published: (2025)
by: Shi, Chaofang, et al.
Published: (2025)
AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks
by: Zeng, Yifan, et al.
Published: (2024)
by: Zeng, Yifan, et al.
Published: (2024)
Similar Items
-
TH-Bench: Evaluating Evading Attacks via Humanizing AI Text on Machine-Generated Text Detectors
by: Zheng, Jingyi, et al.
Published: (2025) -
Towards Next-Generation Steganalysis: LLMs Unleash the Power of Detecting Steganography
by: Yang, Minhao Bai. Jinshuai, et al.
Published: (2024) -
Jailbreak Attacks and Defenses Against Large Language Models: A Survey
by: Yi, Sibo, et al.
Published: (2024) -
Backdoor Attacks on Prompt-Driven Video Segmentation Foundation Models
by: Zhang, Zongmin, et al.
Published: (2025) -
SoK: Benchmarking Poisoning Attacks and Defenses in Federated Learning
by: Zhang, Heyi, et al.
Published: (2025)