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Oct 12 · Monday

All papers

Found 8 papers

Filter4

Attack type

Jailbreaks5 Extraction and theft5 Detection evasion8 Malicious use5

Defense type

Watermarking and provenance4

Impact

Output manipulation7

System type

Models and APIs8

Attack surface / entry point

Images, audio and video8

Layer

Prompt layer7 Model layer8

System component

Memory0 Image generation5 Multimodal8

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Attack type：Detection evasion Layer：Model layer System component：Memory System component：Multimodal Clear all

Another 254papers do not have category tags yet and are not included in filtered results.

Evaluation and benchmarksarXiv 2610.06339Oct 5
BabelFake：面向多语言音视频 DeepFake 检测的基准数据集
构建多语言音视频 DeepFake 基准 BabelFake 并评测检测器
arXiv
2610.06339
Published
Oct 5
Layer
Model layer
Setting
Models and APIs
Evaluated models
SpeechForensics, AVH-Align, (B)RAVEn
- DefensesDetection and filtering
- AttacksDetection evasion
- ComponentAudio
AbstractBabelFake 为五语同意采集基准。
BabelFake 是经同意与 IRB 批准采集的多语音视频 DeepFake 检测基准，用来把视觉操纵和语音合成拆开比较。
Paper analysisRead analysis
DefensesarXiv 2610.04235Oct 3
Thrive：面向自回归 TTS 的抗重建攻击多比特语音水印框架
提出 THRIVE，为自回归 TTS 嵌入抗重建的多比特语音水印
arXiv
2610.04235
Published
Oct 3
Layer
Model layer
Setting
Models and APIs
Evaluated models
Qwen3-TTS (0.6B), Dots.tts (2B)
- DefensesWatermarking and provenance
- AttacksDetection evasion
- ComponentAudio
Paper analysisRead analysis
DefensesarXiv 2610.00780Oct 1
TAILOR：面向图像水印的组合方案定制框架
提出 TAILOR，按请求组合图像水印以满足抗攻击与画质延迟规格
arXiv
2610.00780
Published
Oct 1
Layer
Model layer
Setting
Models and APIs
- DefensesWatermarking and provenance
- AttacksDetection evasion
- ComponentImage generation
Paper analysisRead analysis
DefensesarXiv 2609.34744Sep 28
现代图像后置水印信道的优化与安全：SNW 方案
提出带密钥的 SNW，抵御事后图像水印的身份伪造
arXiv
2609.34744
Published
Sep 28
Layer
Model layer
Setting
Models and APIs
Evaluated models
SNW
- DefensesWatermarking and provenance
- AttacksDetection evasion
- ComponentImage generation
AbstractSNW 用密钥与满秩各向同性投影提高事后水印的 Shannon 容量，并对 PCA 完全安全。
Gesny 与 Giboulot 针对生成内容追溯所依赖的多比特事后图像水印，批评端到端 DNN 方案既无容量理论、又无密钥。
Paper analysisRead analysis
DefensesarXiv 2609.23586Sep 20
VidMark：面向视频生成模型知识产权保护的高效水印方案
提出 VidMark 水印方案，核验视频生成模型的输出来源与所有权
arXiv
2609.23586
Published
Sep 20
Layer
Model layer
Setting
Models and APIs
Evaluated models
Stable Video Diffusion (SVD), Open-Sora, Wan
- DefensesWatermarking and provenance
- AttacksDetection evasion
- ComponentImage generation
AbstractVidMark 加解码器引导微调，把模型签名写入 VGM 输出并用于两项核验。
Huang 等人提出一套面向视频生成模型的生成内嵌水印方案，用来同时判断一条视频是否来自受保护模型，以及一个嫌疑模型是否为该模型的拷贝。
Paper analysisRead analysis
AttacksarXiv 2609.12909Sep 11
研究者在双 T4 上复现并插桩 Tree-Ring 语义水印伪造攻击
复现 Tree-Ring 语义水印的黑盒伪造并恢复检测统计量
arXiv
2609.12909
Published
Sep 11
Layer
Model layer
Setting
Models and APIs
Attacker
Black-box
Evaluated models
Stable Diffusion XL base 1.0
- AttacksDetection evasion
- TechniqueDefense-targeted
- ComponentImage generation
Paper analysisRead analysis
AttacksarXiv 2609.08213Sep 8
DRIFT：通过偏转生成轨迹去除扩散模型水印的黑盒攻击
提出黑盒攻击 DRIFT，偏转生成轨迹以去除扩散水印
arXiv
2609.08213
Published
Sep 8
Layer
Model layer
Setting
Models and APIs
Attacker
Black-box
- AttacksDetection evasion
- TechniqueDefense-targeted
- ComponentImage generation
Paper analysisRead analysis
DefensesarXiv 2607.14737Jul 16
GeoDetect：面向视觉语言预训练模型的几何对抗检测方法
提出 GeoDetect 以几何分数检测视觉语言预训练模型的对抗样本
arXiv
2607.14737
Published
Jul 16
Layer
Model layer
Setting
Models and APIs
Attacker
White-box
Evaluated models
CLIPViT (ViT-B/16), CLIPCNN (ResNet-50), ALBEF and others4
- DefensesDetection and filtering
- AttacksDetection evasion
- ComponentEmbeddings
AbstractGeoDetect 用几何分数检测 VLP 对抗样本。
GeoDetect 是面向视觉-语言预训练模型的对抗样本检测方法，用嵌入几何而不是任务 logits 区分干净样本与对抗样本。
Paper analysisRead analysis

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