DefensesarXiv 2610.02869
AgentTrap：面向自主渗透测试 Agent 的有状态反馈欺骗蜜罐
提出 AgentTrap 有状态蜜罐，欺骗并反击自主渗透测试 Agent
- arXiv
- 2610.02869
- Published
- Layer
- Application layer
- Setting
- coding agent
- Evaluated models
- AIDA, Claude Code, PentestGPT and others8
- AttacksMalicious use
All papers
Filter5
Attack type
Attack surface / entry point
Layer
System component
Select any value within a category; different categories must all match. Counts include the other filters you have selected.Another 262papers have no tags yet and are not included in filtered results.
Another 262papers do not have category tags yet and are not included in filtered results.
- DefensesarXiv 2609.27399
GUARD：在 CosyVoice2 上做说话人身份遗忘以阻止重识别
提出 GUARD，在零样本 TTS 上用激活转向遗忘说话人身份以阻止再识别
- arXiv
- 2609.27399
- Published
- Layer
- Model layer
- Setting
- Models and APIs
- Evaluated models
- CosyVoice2-0.5B, F5-TTS, FireRedTTS
- DefensesInference-time intervention
- AttacksMalicious use
- ComponentAudio
AbstractGUARD 用门控激活转向把退出说话人推向冒充相似度，以抑制再识别并保住音质。
GUARD 用门控激活转向做说话人身份遗忘，使零样本 TTS 对退出说话人难以再识别。
- DefensesarXiv 2608.00716
生成图像更易被遗忘：面向合成图像检测的机器遗忘视角
提出机器遗忘式生成图像检测，用遗忘前后特征相似度区分自然图与生成图
- arXiv
- 2608.00716
- Published
- Layer
- Model layer
- Setting
- Models and APIs
- Evaluated models
- DINOv2 ViT-S/14, DINOv2 ViT-B/14, DINOv2 ViT-L/14 and others9
- DefensesDetection and filtering
- AttacksMalicious use
- ComponentVision
Abstract作者用剪枝或 LoRA 遗忘拉开生成图与自然图的特征相似度，并在多个检测基准上报告结果。
这篇工作把 AI 生成图像检测写成对预训练视觉模型的机器遗忘：原模型对两类图像损失都低，剪枝后生成图特征变得更不像原模型。
- DefensesarXiv 2603.01544
RA-Det：利用鲁棒性不对称检测 AI 生成图像
提出 RA-Det，利用鲁棒性不对称检测 AI 生成图像
- arXiv
- 2603.01544
- Published
- Layer
- Application layer
- Setting
- LLM applications
- DefensesDetection and filtering
- AttacksMalicious use
- ComponentGuardrails and judges
AbstractRA-Det 把扰动下特征漂移差变成检测信号，平均 ACC 高于表中通用检测器，但不是每行最高。
RA-Det 是合成图像检测器，用扰动下的表示稳定性差异代替外观痕迹。
You have reached the end