跳到正文- 实际深度学习无线系统中基于 ViT 的对抗鲁棒自动调制识别Adversarial Robust ViT-based Automatic Modulation Recognition in Practical Deep Learning-based Wireless Systems
非 AI 分会场Gen Li, Chun-Chih Lin, Xiaonan Zhang 等会议页面 - EveGuard：用音频对抗扰动抵御基于振动的侧信道窃听EveGuard: Defeating Vibration-based Side-Channel Eavesdropping with Audio Adversarial Perturbations
非 AI 分会场Jung-Woo Chang, Ke Sun, David Xia 等会议页面 - 探究亲子视角下的生成式 AI 安全：担忧、缓解策略与设计启示Exploring Parent-Child Perspectives on Safety in Generative AI: Concerns, Mitigation Strategies, and Design Implications
非 AI 分会场Yaman Yu, Tanusree Sharma, Melinda Hu 等会议页面 - 以火攻火：用模式随机化防御补丁对抗对抗性补丁攻击Fight Fire with Fire: Combating Adversarial Patch Attacks using Pattern-randomized Defensive Patches
Jianan Feng, Jiachun Li, Changqing Miao 等会议页面 - GuardAIn：保护异构 NPU 上的新兴生成式 AI 工作负载GuardAIn: Protecting Emerging Generative AI Workloads on Heterogeneous NPU
非 AI 分会场Aritra Dhar, Clément Thorens, Lara Magdalena Lazier 等会议页面 - 协作机器学习中鲁棒性与学习之间的冲突On the Conflict between Robustness and Learning in Collaborative Machine Learning
Mathilde Raynal, Carmela Troncoso会议页面 - 查询溯源分析：抵御基于查询的黑盒攻击的高效稳健防御Query Provenance Analysis: Efficient and Robust Defense against Query-based Black-box Attacks
Shaofei Li, Ziqi Zhang, Haomin Jia 等会议页面 - SoK：AI 生成内容的水印技术SoK: Watermarking for AI-Generated Content
Xuandong Zhao, Sam Gunn, Miranda Christ 等会议页面 - 用大语言模型辅助人工评审员检测有害内容Supporting Human Raters with the Detection of Harmful Content using Large Language Models
非 AI 分会场Kurt Thomas, Patrick Kelley, David Tao 等会议页面 - TSQP：保护边缘设备上量化神经网络的实时推理TSQP: Safeguarding Real-Time Inference for Quantization Neural Networks on Edge Devices
Yu Sun, Gaojian Xiong, Jianhua Liu 等会议页面 - 可验证的提升树集成模型Verifiable Boosted Tree Ensembles
Stefano Calzavara, Lorenzo Cazzaro, Claudio Lucchese 等会议页面 - 面向众多自适应用户的语言模型水印Watermarking Language Models for Many Adaptive Users
Aloni Cohen, Alexander Hoover, Gabe Schoenbach会议页面
- 从第一性原理研究架构神经后门Architectural Neural Backdoors from First Principles
Harry Langford, Ilia Shumailov, Yiren Zhao 等会议页面 - BAIT：通过反演攻击目标扫描大语言模型后门BAIT: Large Language Model Backdoor Scanning by Inverting Attack Target
Guangyu Shen, Siyuan Cheng, Zhuo Zhang 等会议页面 - 并非所有边都同样鲁棒：评估基于排序的联邦学习的鲁棒性Not All Edges are Equally Robust: Evaluating the Robustness of Ranking-Based Federated Learning
Zirui Gong, Yanjun Zhang, Leo Yu Zhang 等会议页面 - PEFTGuard：检测针对参数高效微调的后门攻击PEFTGuard: Detecting Backdoor Attacks Against Parameter-Efficient Fine-Tuning
Zhen Sun, Tianshuo Cong, Yule Liu 等会议页面 - 聚类联邦学习中有限拜占庭客户端的实用投毒攻击Practical Poisoning Attacks with Limited Byzantine Clients in Clustered Federated Learning
Viet Vo, Mengyao Ma, Guangdong Bai 等会议页面 - 安全迁移学习：抵御预训练编码器与下游数据集中的后门Secure Transfer Learning: Training Clean Model Against Backdoor in Pre-Trained Encoder and Downstream Dataset
Yechao Zhang, Yuxuan Zhou, Tianyu Li 等会议页面
隐私与数据泄露
14- CipherSteal：利用密文侧信道从 TEE 保护的神经网络中窃取输入数据CipherSteal: Stealing Input Data from TEE-Shielded Neural Networks with Ciphertext Side Channels
非 AI 分会场Yuanyuan Yuan, Zhibo Liu, Sen Deng 等会议页面 - Codebreaker：代码语言模型的动态提取攻击Codebreaker: Dynamic Extraction Attacks on Code Language Models
非 AI 分会场Changzhou Han, Zehang Deng, Wanlun Ma 等会议页面 - Comet：通过预测激活稀疏性加速大语言模型的私有推理Comet: Accelerating Private Inference for Large Language Model by Predicting Activation Sparsity
非 AI 分会场Guang Yan, Yuhui Zhang, Zimu Guo 等会议页面 - 边缘遗忘并非“在边缘”：资源受限设备上的自适应精确遗忘系统Edge Unlearning is Not "on Edge"! An Adaptive Exact Unlearning System on Resource-Constrained Devices
Xiaoyu Xia, Ziqi Wang, Ruoxi Sun 等会议页面 - GRID：保护训练图免受 GNN 模型的链接窃取攻击GRID: Protecting Training Graph from Link Stealing Attacks on GNN Models
Jiadong Lou, Xu Yuan, Rui Zhang 等会议页面 - HARMONYCLOAK：让音乐对生成式AI不可学习HARMONYCLOAK: Making Music Unlearnable for Generative AI
Syed Irfan Ali Meerza, Lichao Sun, Jian Liu会议页面 - 面向受保护属性的隐私机器学习Machine Learning with Privacy for Protected Attributes
Saeed Mahloujifar, Chuan Guo, Edward Suh 等会议页面 - 真实环境提示词窃取攻击的有效性On the Effectiveness of Prompt Stealing Attacks on In-The-Wild Prompts
Yicong Tan, Xinyue Shen, Yun Shen 等会议页面 - 普及压过担忧？中国用户对基于 LLM 的医疗咨询的隐私意识与期望Prevalence Overshadows Concerns? Understanding Chinese Users' Privacy Awareness and Expectations Towards LLM-based Healthcare Consultation
非 AI 分会场Zhihuang Liu, Ling Hu, Tongqing Zhou 等会议页面 - 针对大语言模型协同推理的提示词反演攻击Prompt Inversion Attack against Collaborative Inference of Large Language Models
Wenjie Qu, Yuguang Zhou, Yongji Wu 等会议页面 - 操纵基础模型：通过预训练操控实现更强的成员推断攻击Rigging the Foundation: Manipulating Pre-training for Advanced Membership Inference Attacks
Zihao Wang, Rui Zhu, Zhikun Zhang 等会议页面 - SoK：机器学习系统中的数据集版权审计SoK: Dataset Copyright Auditing in Machine Learning Systems
Linkang Du, Xuanru Zhou, Min Chen 等会议页面 - 可靠验证个性化文生图扩散模型中的未授权数据使用Towards Reliable Verification of Unauthorized Data Usage in Personalized Text-to-Image Diffusion Models
Boheng Li, Yanhao Wei, Yankai Fu 等会议页面 - 理解用户对对话式AI平台的安全与隐私担忧及态度Understanding Users' Security and Privacy Concerns and Attitudes Towards Conversational AI Platforms
Mutahar Ali, Arjun Arunasalam, Habiba Farrukh会议页面