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Oct 13 · Tuesday

All papers

Found 21 papers

Filter5

Attack type

Jailbreaks4 Prompt injection5 Poisoning and backdoors4 Detection evasion8 Malicious use3

Attack technique

Encoding and obfuscation3 Cross-modal payloads5 Defense-targeted3 Dormant triggers3

Defense type

Detection and filtering4 Watermarking and provenance3

Impact

Harmful content6 Data and privacy leaks3 Output manipulation9

System component

Memory4 Guardrails and judges23 Reasoning chains9 Permissions and sandboxing7 Fine-tuning and open weights8 Vision83 Audio20 Video8 Image generation15 Embeddings2 Multimodal119

Select any value within a category; different categories must all match. Counts include the other filters you have selected.Another 215papers have no tags yet and are not included in filtered results.

Attack surface / entry point：Code repositories and dependencies Attack surface / entry point：Images, audio and video System component：Memory System component：Image generation System component：Embeddings Clear all

Another 215papers do not have category tags yet and are not included in filtered results.

DefensesarXiv 2610.13733Oct 9
KVeil: First-Place Solution for the ECCV 2026 LifeGenIP Unlearnable Video Challenge
Propose KVeil, which adds perturbations to face videos to prevent unauthorized customization from reproducing identity
arXiv
2610.13733
Published
Oct 9
Layer
Prompt layer
Setting
Models and APIs
Attacker
White-box, Black-box
Evaluated models
Wan2.2-TI2V-5B, HunyuanVideo-1.5, Kling 3.0 and others4
- AttacksMalicious use
- ComponentImage generation
AbstractKVeil adapts LETHE's reference-reading disruption to the challenge's two stages, ranking first on the leaderboard in both Final columns.
Paper analysisRead analysis
DefensesarXiv 2610.13333Oct 9
LETHE: Defending Against Unauthorized Image-to-Video Generation via Value Diversity Collapse
Proposes LETHE, which perturbs reference images to block unauthorized image-to-video
arXiv
2610.13333
Published
Oct 9
Layer
Prompt layer
Setting
Models and APIs
Evaluated models
Wan2.1-I2V-14B, CogVideoX-5B-I2V, LightX2V and others6
- AttacksMalicious use
- ComponentImage generation
AbstractLETHE suppresses the diversity of reference values and attracts attention, making protected images difficult to animate faithfully.
LETHE is a protective perturbation added to personal images before publication, used to counter unauthorized image-to-video generation.
Paper analysisRead analysis
Evaluation and benchmarksarXiv 2610.07939Oct 6
CCDF dataset: Grok Imagine, Veo 3.1, Sora 2 forge surveillance footage, ten deepfake detectors basically cannot recognize it
提出监控深伪基准 CCDF，在统一编码后评测检测器对伪造犯罪事故录像的识别
arXiv
2610.07939
Published
Oct 6
Layer
Prompt layer
Setting
Models and APIs
Evaluated models
C2P-CLIP, ForgeLens, D3-Im and others10
- DefensesDetection and filtering
- AttacksDetection evasion
- ComponentGuardrails and judges
Abstract提出消除格式捷径的监控深度伪造基准 CCDF，揭示现有检测器难以识别商用生成视频。
Paper analysisRead analysis
DefensesarXiv 2610.05870Oct 5
MBZUAI 提出可校准的真实图像认证方法
提出校准重合成方法，以生成器反演保真度认证真实图像并防御对抗扰动
arXiv
2610.05870
Published
Oct 5
Layer
Application layer
Setting
LLM applications
Attacker
White-box
- DefensesDetection and filtering
- AttacksDetection evasion
- ComponentImage generation
Abstract论文提出基于反演保真度与阈值校准的健全认证框架，在对抗扰动下维持错误率界限，并指出真实内容可认证性随生成器演进而萎缩。
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 2609.13889Sep 12
PMPA：针对 OpenClaw 与 Claude Code 的持久记忆投毒攻击
提出 PMPA，经外部源向 Agent 持久记忆投毒并跨会话泄露隐私
arXiv
2609.13889
Published
Sep 12
Layer
Application layer
Setting
coding agent
Evaluated models
DeepSeek-V4-Flash, DeepSeek-V4-Pro, Qwen3-Max
- AttacksPoisoning and backdoors
- TechniqueDormant triggers
- ComponentMemory
Abstract论文提出了持久记忆投毒攻击 PMPA，报告了 harness 智能体在处理外部数据时易受跨会话记忆投毒与隐私泄露的风险。
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
AttacksarXiv 2609.07216Sep 7
DIVA：利用视觉锚点对视频生成模型实施多模态越狱
提出 DIVA，将有害意图拆成视觉锚点与运动文本以越狱视频生成模型
arXiv
2609.07216
Published
Sep 7
Layer
Prompt layer
Setting
Models and APIs
Attacker
Black-box
Evaluated models
Wan, CogVideoX, LTX-Video and others9
- AttacksJailbreaks
- TechniqueCross-modal payloads
- ComponentImage generation
AbstractDIVA 用视觉锚点抑制语义漂移做视频越狱，并给出多条件安全基准 TI2VSafetyBench。
DIVA 是针对带参考图的视频生成模型的免训练 black-box 越狱：用一致性机制本身堵住语义漂移这条安全逃逸路径。。
Paper analysisRead analysis
AttacksarXiv 2609.01222Sep 1
Researchers propose context privilege escalation attack, affecting 12 agent frameworks
提出针对 Agent Harness 的上下文特权提升攻击
arXiv
2609.01222
Published
Sep 1
Layer
Application layer
Setting
coding agent
Evaluated models
GPT-5.5, GPT-5.4 mini, Claude-Sonnet-4.6 and others7
- AttacksPrompt injection
- TechniqueDormant triggers
- ComponentMemory
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
Evaluation and benchmarksarXiv 2607.14611Jul 16
论文评测 Claude Code 与 Codex 记忆文件中的提示注入风险
评测编码 Agent 记忆文件中提示注入的跨会话影响
arXiv
2607.14611
Published
Jul 16
Layer
Application layer
Setting
coding agent
Evaluated models
Claude Haiku 4.5, Claude Opus 4.7, GPT-5.2 and others4
- AttacksPoisoning and backdoors
- ComponentMemory
Abstract已植入记忆文件的载荷可以跨会话影响 Claude Code 与 Codex，攻击成功与载荷是否留下是两种不同的失败。
Bad Memory 在沙箱合成工作区里评测文件型持久记忆上的提示注入，比较载荷能否改变当前会话，以及能否在后续会话中留下或叠加。
Paper analysisRead analysis
AttacksarXiv 2606.12716Jun 11
PaperGuard：针对多模态 AI 同行评审的攻击与防御基准
提出 PaperGuard，用图文注入与梯度扰动抬高自动审稿分数并检测恶意指令
arXiv
2606.12716
Published
Jun 11
Layer
Application layer
Setting
LLM applications
Evaluated models
Claude-sonnet-4.5, GPT-4o, GPT-4.1 and others11
- AttacksPrompt injection
- TechniqueCross-modal payloads
- ComponentVision
AbstractPaperGuard 测到提示注入与白盒视觉抬分，并比较分块检索防御。
PaperGuard同时评测并检测多模态 AI 审稿中的评分操纵。
Paper analysisRead analysis
AttacksarXiv 2606.01837Jun 1
论文提出 DSR 跨模态越狱框架：用良性输入诱导 MLLM 有害输出
提出 DSR 跨模态越狱，用无害图文诱导 MLLM 生成有害图像
arXiv
2606.01837
Published
Jun 1
Layer
Prompt layer
Setting
Models and APIs
Attacker
Black-box
Evaluated models
gemini-2.5-flash-image, qwen-image-2.0, Tongyi Wanx 2.5
- AttacksJailbreaks
- TechniqueCross-modal payloads
- ComponentImage generation
AbstractDSR 用无害图文诱导商业 MLLM 输出有害图像，作者称组合能力会反过来扩大攻击面。
DSR 是一种 black-box 跨模态越狱：输入侧不放显式有害内容，而让商业 MLLM 在推理中把无害图文重组成有害图像。
Paper analysisRead analysis
AttacksarXiv 2605.15338May 15
Hidden in Memory: Latent Memory Poisoning of LLM Agents
提出潜伏记忆投毒，诱导 Agent 把外部文档写成持久伪造记忆
arXiv
2605.15338
Published
May 15
Layer
Application layer
Setting
AI Agent
Evaluated models
GPT-5.4, GPT-5.5, Claude Sonnet 4.6 and others12
- AttacksPoisoning and backdoors
- TechniqueDormant triggers
- ComponentMemory
Abstract持久记忆成为跨会话攻击面：通用载荷可写入伪造记忆，并在相关后续任务中影响行为。
sleeper memory poisoning 研究带持久记忆的 LLM 助手：外部文档能否让助手存下一则伪造的用户记忆，并在原文档消失后的新会话里被取回、用来改变回复或动作。
Paper analysisRead analysis
DefensesarXiv 2603.01544Mar 2
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
Mar 2
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。
Paper analysisRead analysis
AttacksarXiv 2602.10179Feb 11
研究者提出视觉中心越狱攻击 VJA
提出纯视觉越狱攻击 VJA，把有害编辑指令编码进图像
arXiv
2602.10179
Published
Feb 11
Layer
Prompt layer
Setting
Models and APIs
Attacker
Black-box
Evaluated models
Nano Banana Pro, GPT Image 1.5, Qwen-Image-Edit and others9
- AttacksJailbreaks
- TechniqueCross-modal payloads
- ComponentImage generation
Paper analysisRead analysis
AttacksarXiv 2601.15698Jan 22
Beyond Visual Safety: Jailbreaking Multimodal Large Language Models to Generate Harmful Images with Semantically Irrelevant Inputs
提出 BVS 图文越狱，用中和拼接图和诱导提示词让模型生成有害图像
arXiv
2601.15698
Published
Jan 22
Layer
Prompt layer
Setting
Models and APIs
Evaluated models
GPT-5 (12 January 2026 release), Gemini 1.5 Flash (15 January 2026 release)
- AttacksJailbreaks
- TechniqueCross-modal payloads
- ComponentVision
AbstractBVS 以重建后再生成诱导有害图像。
BVS 用图文对诱导 MLLM 生成有害图像。作者认为，相对文本越狱和单模态图像诱导，视觉生成的安全审查仍不充分。
Paper analysisRead analysis

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All papers

Attack type

Attack technique

Defense type

Impact

System type

Attacker access

Attack surface / entry point

Layer

System component

KVeil: First-Place Solution for the ECCV 2026 LifeGenIP Unlearnable Video Challenge

LETHE: Defending Against Unauthorized Image-to-Video Generation via Value Diversity Collapse

CCDF dataset: Grok Imagine, Veo 3.1, Sora 2 forge surveillance footage, ten deepfake detectors basically cannot recognize it

MBZUAI 提出可校准的真实图像认证方法

TAILOR：面向图像水印的组合方案定制框架

现代图像后置水印信道的优化与安全：SNW 方案

VidMark：面向视频生成模型知识产权保护的高效水印方案

PMPA：针对 OpenClaw 与 Claude Code 的持久记忆投毒攻击

研究者在双 T4 上复现并插桩 Tree-Ring 语义水印伪造攻击

DRIFT：通过偏转生成轨迹去除扩散模型水印的黑盒攻击

DIVA：利用视觉锚点对视频生成模型实施多模态越狱

Researchers propose context privilege escalation attack, affecting 12 agent frameworks

GeoDetect：面向视觉语言预训练模型的几何对抗检测方法

论文评测 Claude Code 与 Codex 记忆文件中的提示注入风险

PaperGuard：针对多模态 AI 同行评审的攻击与防御基准

论文提出 DSR 跨模态越狱框架：用良性输入诱导 MLLM 有害输出

Hidden in Memory: Latent Memory Poisoning of LLM Agents

RA-Det：利用鲁棒性不对称检测 AI 生成图像

研究者提出视觉中心越狱攻击 VJA

Beyond Visual Safety: Jailbreaking Multimodal Large Language Models to Generate Harmful Images with Semantically Irrelevant Inputs