Privacy

Abstract Gradient Training: A Unified Certification Framework for Data Poisoning, Unlearning, and Differential Privacy JMLR 2026 Accelerating Confidential Databases with Crypto-Free Mappings OSDI 2026 Acumen: A Platform for Encrypted and Accountable Collaborative Editing OSDI 2026 Adaptive and Robust Watermark for Generative Tabular Data UAI 2026 AudiFair: Privacy-Preserving Framework for Auditing Fairness UAI 2026 A Unified Perspective on Adversarial Membership Manipulation in Vision Models CVPR 2026 Black-Box Membership Inference Attacks for Video Training Data in Multimodal Large Language Models ACL 2026 Black-box Membership Inference Attacks on the Pre-training Data of Image-generation Models CVPR 2026 CheckMIABench: Firm Foundations For Membership Inference Attacks on Language Models ACL 2026 Cocoon: A System Architecture for Differentially Private Training with Correlated Noises OSDI 2026 Designing to Forget: Deep Semi-parametric Models for Unlearning CVPR 2026 Differentially Private Best-Arm Identification JMLR 2026 Do Vision-Language Models Leak What They Learn? Adaptive Token-Weighted Model Inversion Attacks CVPR 2026 FedMOP: Achieving Enhanced Privacy and Performance in Federated Learning via Momentum Orthogonal Projection CVPR 2026 Frequency-domain Manipulation for Face Obfuscation CVPR 2026 From Measurement to Mitigation: Quantifying and Reducing Identity Leakage in Image Representation Encoders with Linear Subspace Removal CVPR 2026 Hyperion: Private Token Sampling with Homomorphic Encryption ACL 2026 Imprecise Probabilities for Privacy–Accuracy Trade-offs in Bayesian Networks UAI 2026 Improving the Convergence of Private Shuffled Gradient Methods with Public Data UAI 2026 JANUS: Cross-World, Cooperative Nested Virtualization for Secure Containers OSDI 2026 LDP-Slicing: Local Differential Privacy for Images via Randomized Bit-Plane Slicing CVPR 2026 Mitigating Backdoor Attacks via Trigger Reconstruction and Model Hardening WACV 2026 Nested SEV: Secure and Generic SEV Support for Nested Virtualization OSDI 2026 Osprey: Transparent and Efficient Virtual Memory for Secure Computation OSDI 2026 Overcoming Copyright Barriers in Corpus Distribution Through Non-Reversible Hashing ACL 2026