Privacy

DF-MIA: A Distribution-Free Membership Inference Attack on Fine-Tuned Large Language Models AAAI 2025 Differentially Private Bootstrap: New Privacy Analysis and Inference Strategies JMLR 2025 Differentially Private Federated Learning with Time-Adaptive Privacy Spending ICLR 2025 Differentially Private Fine-Tuning of Diffusion Models ICCV 2025 Differentially Private Integrated Decision Gradients (IDG-DP) for Radar-Based Human Activity Recognition WACV 2025 Differentially Private Kernelized Contextual Bandits AISTATS 2025 Differentially private learners for heterogeneous treatment effects ICLR 2025 Differentially Private Learning Needs Better Model Initialization and Self-Distillation NAACL 2025 Differentially Private Multivariate Medians JMLR 2025 Differentially private optimization for non-decomposable objective functions ICLR 2025 Differentially Private Prototypes for Imbalanced Transfer Learning AAAI 2025 Differentially Private Range Queries with Correlated Input Perturbation AISTATS 2025 Differentially Private Steering for Large Language Model Alignment ICLR 2025 Differential Privacy Mechanisms in Neural Tangent Kernel Regression WACV 2025 Differential Private Stochastic Optimization with Heavy-tailed Data: Towards Optimal Rates AAAI 2025 DiffIP: Representation Fingerprints for Robust IP Protection of Diffusion Models ICCV 2025 Diffusion Attribution Score: Evaluating Training Data Influence in Diffusion Models ICLR 2025 Diffusion-Based Active Learning for Distributed Client Manifolds AAAI 2025 Disentangled Information Bottleneck for Adversarial Text Defense EMNLP 2025 DiSK: Differentially Private Optimizer with Simplified Kalman Filter for Noise Reduction ICLR 2025 Disrupting Model Merging: A Parameter-Level Defense Without Sacrificing Accuracy ICCV 2025 DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion ICCV 2025 Distribution-Level Feature Distancing for Machine Unlearning: Towards a Better Trade-off Between Model Utility and Forgetting AAAI 2025 Divide and Conquer: Heterogeneous Noise Integration for Diffusion-based Adversarial Purification CVPR 2025 DocMIA: Document-Level Membership Inference Attacks against DocVQA Models ICLR 2025