Security & Privacy

Private Linear Regression via a Down-Sensitivity to Privacy Reduction COLT 2026 Privately Estimating Black-Box Statistics COLT 2026 Privately Learning Decision Lists and a Differentially Private Winnow ALT 2026 PrivSynth: Alternating and Control-Based Optimization for Privacy and Utility in Synthetic Data CVPR 2026 Protego: User-Centric Pose-Invariant Privacy Protection Against Face Recognition-Induced Digital Footprint Exposure CVPR 2026 PrvTel: Lightweight Models for Private and Accurate Telemetry Data Retention NSDI 2026 Ripple Mechanisms for Discrete and Private Statistics COLT 2026 Robust Membership Inference for Large Language Models under Adversarial Generative Corruption ACL 2026 SD-CSFL: A Synthetic Data-Driven Conformity Scoring Framework for Robust Federated Learning WACV 2026 SecureGate: Learning When to Reveal PII Safely via Token-Gated Dual-Adapters for Federated LLMs ACL 2026 Secure Vickrey Auctions for Online Advertising NSDI 2026 SPDMark: Selective Parameter Displacement for Robust Video Watermarking CVPR 2026 Subject-level Inference for Realistic Text Anonymization Evaluation ACL 2026 Taming Noise-Induced Prototype Degradation for Privacy-Preserving Personalized Federated Fine-Tuning CVPR 2026 Wallet: Confidential Serverless Computing NSDI 2026 What Your Features Reveal: Data-Efficient Black-Box Feature Inversion Attack for Split DNNs CVPR 2026 Workload-Preserving Differentially Private Synthetic Data for Causal Inference via Maximum-Entropy Calibration UAI 2026 Your Inference Request Will Become a Black Box: Confidential Inference for Cloud-based Large Language Models ACL 2026 μUSB: Practical and Safe USB Driver Reuse for Arm TrustZone OSDI 2026 $δ$-STEAL: LLM Stealing Attack with Local Differential Privacy ACML 2025 Adaptive Attacks Break Defenses Against Indirect Prompt Injection Attacks on LLM Agents NAACL 2025 Adaptive Batch Size for Privately Finding Second-Order Stationary Points ICLR 2025 Addressing Tokenization Inconsistency in Steganography and Watermarking Based on Large Language Models EMNLP 2025 Adv-CPG: A Customized Portrait Generation Framework with Facial Adversarial Attacks CVPR 2025 A Fully Probabilistic Perspective on Large Language Model Unlearning: Evaluation and Optimization EMNLP 2025