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AttacksarXiv 2610.11112Oct 8
EpiReal-Bench：商用图像生成模型虚假声明红队基准
构建 EpiReal-Bench，评测图像生成器将虚假主张渲染为可信证据
arXiv
2610.11112
Published
Oct 8
Layer
Prompt layer
Setting
Models and APIs
Attacker
Black-box
Evaluated models
GPT-Image-2, Nano Banana 2, Grok Imagen 2.0 and others4
- AttacksJailbreaks
- ComponentImage generation
Abstract四款商用图像模型能把假主张画成可信证据。
EpiReal-Bench 用来量商用图像生成器会不会把虚假现实主张画成可信视觉证据。
Paper analysisRead analysis
AttacksarXiv 2610.09708Oct 7
研究者提出利用祖先 VLM 的黑盒对抗补丁攻击，可降低 VLA 任务成功率
提出利用祖先 VLM 优化对抗补丁，使已部署 VLA 任务失败
arXiv
2610.09708
Published
Oct 7
Layer
Prompt layer
Setting
Embodied systems and robotics
Evaluated models
OpenVLA, UniVLA, π0.5
- TechniqueGradient and representation optimization
- ComponentVision
Paper analysisRead analysis
AttacksarXiv 2610.08331Oct 6
STCA：研究者提出针对自动驾驶视频 VLM 的时空一致性对抗攻击
提出 STCA，对驾驶视频 VLM 构造可迁移的时空对抗扰动
arXiv
2610.08331
Published
Oct 6
Layer
Prompt layer
Setting
Models and APIs
Attacker
No-box (offline transfer)
Evaluated models
Video-LLaVA-7B, Qwen2.5-VL-7B, Dolphins
- AttacksDetection evasion
- TechniqueGradient and representation optimization
- ComponentVideo
Paper analysisRead analysis
AttacksarXiv 2610.07323Oct 6
ATLAS：用自适应信任域与主动学习搜索潜在对抗样本集
提出 ATLAS 用水平集估计恢复黑盒分类器的对抗输入集合
arXiv
2610.07323
Published
Oct 6
Layer
Prompt layer
Setting
Models and APIs
Attacker
Black-box
Evaluated models
LeNet5, ResNet50 (CIFAR-10 standard), ResNet50 (ImageNet standard) and others5
- AttacksDetection evasion
- TechniqueAutomated search
AbstractATLAS 用主动水平集估计构造黑盒对抗集，作者称其集合比单点攻击更具代表性。
ATLAS 是一个查询式 black-box 框架，用来构造诱发失败的对抗输入集合，供鲁棒性审计使用。
Paper analysisRead analysis
AttacksarXiv 2610.06814Oct 6
TAPDreamer：可跨任务迁移的世界动作模型对抗补丁
TAPDreamer 用公开编码器做固定补丁。
arXiv
2610.06814
Published
Oct 6
Layer
Prompt layer
Setting
Embodied systems and robotics
Evaluated models
FastWAM, DreamWAM-uncond, DreamWAM-joint and others4
- TechniqueGradient and representation optimization
- ComponentVision
Paper analysisRead analysis
AttacksarXiv 2610.06093Oct 5
研究评测训练数据提取风险的跨语言迁移
用翻译前缀做跨语言训练数据提取，恢复英语训练文本中的 PII
arXiv
2610.06093
Published
Oct 5
Layer
Prompt layer
Setting
Models and APIs
Evaluated models
GPT-Neo 1.3B, GPT-Neo 2.7B, GPT-J 6B and others7
- AttacksExtraction and theft
Abstract跨语言 TDE 能恢复英语记忆的 PII，转移随多语训练和措辞保真变化。
这篇工作检验训练数据抽取是否跨语言：英语段落里记住的 PII，能否被其他语言的前缀逐字抽出。
Paper analysisRead analysis
AttacksarXiv 2610.05346Oct 5
研究者提出序列马赛克攻击并给出防御理论
形式化 watchman 防御以阻止序贯马赛克攻击
arXiv
2610.05346
Published
Oct 5
Layer
Prompt layer
Setting
Models and APIs
Evaluated models
Qwen3.6-35B-A3B, Gemma-4-26B-A4B-it, DeepSeek-V2-Lite (16B-A2.4B)
- DefensesModel hardening
- AttacksJailbreaks
Abstractwatchman 理论给出零失败且有用的条件。
这篇工作同时给出序贯马赛克防御的博弈理论，以及冻结 LLM 上的分角色自博弈训练。
Paper analysisRead analysis
AttacksarXiv 2610.05282Oct 4
Red-TTT：用测试时训练实现大语言模型自动化越狱
提出 Red-TTT，在攻击过程中更新攻击者实现自动化越狱
arXiv
2610.05282
Published
Oct 4
Layer
Prompt layer
Setting
Models and APIs
Attacker
Black-box
Evaluated models
Llama-3-8B-Instruct, gpt-oss-20b, gpt-4.1-mini and others4
- AttacksJailbreaks
- TechniqueAutomated search
Paper analysisRead analysis
AttacksarXiv 2610.05139Oct 4
研究揭示代码注释中的上下文注入攻击面
提出推理时上下文注入，用代码注释诱导补全生成含弱点的代码
arXiv
2610.05139
Published
Oct 4
Layer
Prompt layer
Setting
coding agent
Evaluated models
StarCoderBase, DeepSeek-Coder-base, Qwen2.5-base and others10
- AttacksPrompt injection
Paper analysisRead analysis
AttacksarXiv 2610.06977Oct 4
IAU-FOA：面向闭源多模态大模型的可迁移对抗攻击方法
提出 IAU-FOA，构造可迁移图像扰动以诱导多模态模型输出目标语义
arXiv
2610.06977
Published
Oct 4
Layer
Prompt layer
Setting
Models and APIs
Evaluated models
Qwen2.5-VL-7B, Qwen2.5-VL-72B, InternVL3-14B and others17
- TechniqueGradient and representation optimization
- ComponentVision
Paper analysisRead analysis
AttacksarXiv 2610.02302Oct 2
研究者提出意图隐藏越狱的信息论框架，分析组合式攻击
提出组合式意图隐藏越狱，按先验后验匹配选择辅助任务
arXiv
2610.02302
Published
Oct 2
Layer
Prompt layer
Setting
Models and APIs
Evaluated models
Qwen3-1.7B, Qwen3-4B, Qwen3-8B and others7
- AttacksJailbreaks
- TechniqueEncoding and obfuscation
Abstract用信息论选含目标的任务组合，再看查询能否既隐藏意图又让目标被执行。
这篇工作把组合式意图隐藏写成任务选择：有害目标必须留在 bundle 里，同时让估计的有害意图概率贴近全集先验，或降到阈值以下。
Paper analysisRead analysis
AttacksarXiv 2609.39902Sep 30
CodeMimicry: Exploiting code-domain safety generalization lag for structured code completion jailbreaks.
提出 CodeMimicry，以结构化代码补全诱导模型生成有害内容
arXiv
2609.39902
Published
Sep 30
Layer
Prompt layer
Setting
Models and APIs
Attacker
Black-box
Evaluated models
GPT-4o, GPT-4.1, GPT-5-chat and others10
- AttacksJailbreaks
- TechniqueEncoding and obfuscation
Paper analysisRead analysis
AttacksarXiv 2609.38899Sep 30
SceneJail: Jailbreaking multimodal large models using video scene context
提出 SceneJail，利用视频情境上下文越狱视频多模态模型
arXiv
2609.38899
Published
Sep 30
Layer
Prompt layer
Setting
Models and APIs
Attacker
Black-box
Evaluated models
Qwen2.5-VL-7B-Instruct, Qwen2.5-VL-32B-Instruct, Qwen3-VL-8B-Instruct and others8
- AttacksJailbreaks
- TechniqueCross-modal payloads
- ComponentVideo
Paper analysisRead analysis
AttacksarXiv 2609.38253Sep 29
CollageAttack: Exploiting cross-modal alignment defects for spatial text composition jailbreaks against T2I models.
提出 CollageAttack，用空间文本碎片重组越狱文生图模型
arXiv
2609.38253
Published
Sep 29
Layer
Prompt layer
Setting
Models and APIs
Attacker
Black-box
Evaluated models
GPT-Image-2, Doubao-Seedream-5.0-Lite, Wan2.7-Image-Pro and others5
- AttacksJailbreaks
- TechniqueEncoding and obfuscation
- ComponentImage generation
Abstract系统揭示 T2I 跨模态空间合成安全漏洞，证实离散无害元素可在图像层面重构有害意图并放大传播强度。
Paper analysisRead analysis
AttacksarXiv 2609.36956Sep 29
研究者提出 Controlled Decoding Attacks，通过纯文本接口越狱黑盒 LLM
提出 BLINDBIAS，通过纯文本续写与前缀控制越狱黑盒模型
arXiv
2609.36956
Published
Sep 29
Layer
Prompt layer
Setting
Models and APIs
Attacker
Black-box
Evaluated models
GLM-5, Gemini-3.5-Flash, Qwen3-32B and others4
- AttacksJailbreaks
- TechniqueConversation structure manipulation
Abstract作者认为，隐藏数值概率并不足以消除支持重复采样和前缀续写的解码攻击面。
BLINDBIAS 是一种针对 sample-only 续写接口的 black-box 解码时越狱框架，研究没有目标数值概率时，采样能否支持逐步控制。
Paper analysisRead analysis
AttacksarXiv 2609.36474Sep 29
FinRT：将自适应红队策略蒸馏为消费金融领域的可复用对抗生成器
提出 FinRT，将消费金融自适应红队轨迹蒸馏为可复用对抗提示生成器
arXiv
2609.36474
Published
Sep 29
Layer
Prompt layer
Setting
Models and APIs
Attacker
Black-box
Evaluated models
Llama-3.3-70B, Llama-3.1-8B, Mixtral-8x7B and others6
- AttacksJailbreaks
- TechniqueAutomated search
AbstractFinRT 用前向失效发现加校准代理 DPO，把消费金融红队收成单次前向生成器。
FinRT 是面向消费金融的红队框架：先发现政策失效，再训练一个按政策、领域与目标行为出提示的生成器。
Paper analysisRead analysis
AttacksarXiv 2609.34920Sep 28
RISE：用迭代策略演化对现代文生图模型做红队测试
提出 RISE，迭代演化可复用策略对文生图模型做红队
arXiv
2609.34920
Published
Sep 28
Layer
Prompt layer
Setting
Models and APIs
Attacker
Black-box
Evaluated models
DALL·E 3, Nano Banana 2, GPT-Image-2 and others7
- AttacksJailbreaks
- TechniqueAutomated search
- ComponentImage generation
Paper analysisRead analysis
AttacksarXiv 2609.31032Sep 25
TempQ-Jail：面向文生视频越狱的查询受限候选排序方法
提出 TempQ-Jail，以查询受限候选排序越狱文生视频模型
arXiv
2609.31032
Published
Sep 25
Layer
Prompt layer
Setting
Models and APIs
- AttacksJailbreaks
- ComponentImage generation
Abstract待补读全文。
待补读全文。
Paper analysisRead analysis
AttacksarXiv 2609.29948Sep 24
ENDOPROMPT：用受害者侧伪参考学习降低模型任务效用的前缀
提出 ENDOPROMPT，以受害者侧伪参考学习降低良性任务效用的前缀
arXiv
2609.29948
Published
Sep 24
Layer
Prompt layer
Setting
Models and APIs
Evaluated models
Qwen2.5-7B, Llama-3.1-8B, Mistral-7B-v0.3 and others4
- TechniqueAutomated search
Abstract作者用受害模型续写监督良性效用攻击，并把行为位移、任务退化与请求匹配效果分开评测。
ENDOPROMPT 是一种用受害模型自身续写监督前缀生成的 white-box 效用攻击方法。它针对良性任务失败，不要求产生有害内容或明确拒答。
Paper analysisRead analysis
AttacksarXiv 2609.29775Sep 24
输出前缀攻击瞄准推理模型
提出推理通道预填与输出前缀组合攻击以越狱推理模型
arXiv
2609.29775
Published
Sep 24
Layer
Prompt layer
Setting
Models and APIs
Attacker
Black-box
Evaluated models
Gemini 3 Flash Preview, DeepSeek V4 Flash, Claude Haiku 4.5
- AttacksJailbreaks
- TechniqueReasoning-chain manipulation
- ComponentReasoning chains
Paper analysisRead analysis

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