🛡️ Differential Privacy - matmat · Scour

Differentially Private Model Merging 🔒Privacy Preserving

Outsourced Private Set Intersection for Pairwise Analytics 🌸Bloom Filters

eprint.iacr.org·2d

Preventing overfitting in deep learning using differential privacy 🔒Privacy Preserving

Tight Auditing of Differential Privacy in MST and AIM 🌳Archive Merkle Trees

Estimating Power-Law Exponent with Edge Differential Privacy 🧠Machine Learning

Separable Expert Architecture: Toward Privacy-Preserving LLM Personalization via Composable Adapters and Deletable User Proxies 💻Local LLMs

Sherpa.ai Privacy-Preserving Multi-Party Entity Alignment without Intersection Disclosure for Noisy Identifiers 🔐Homomorphic Encryption

Benchmarking the Utility of Privacy-Preserving Cox Regression Under Data-Driven Clipping Bounds: A Multi-Dataset Simulation Study 🔒Privacy Preserving

DPrivBench: Benchmarking LLMs' Reasoning for Differential Privacy 💻Local LLMs

Geometric Renyi Differential Privacy: Ricci Curvature Characterized by Heat Diffusion Mechanisms 🌀Riemannian Computing

Efficient Arithmetic-and-Comparison Homomorphic Encryption with Space Switching 🔐Homomorphic Encryption

Differential Privacy in Two-Layer Networks: How DP-SGD Harms Fairness and Robustness 🤐Secure Multiparty

Privacy-Preserving Distributed Stochastic Optimization with Homomorphic Encryption and Heterogeneous Stepsizes 🔐Homomorphic Encryption

DPDSyn: Improving Differentially Private Dataset Synthesis for Model Training by Downstream Task Guidance 🔒Privacy Preserving

Differentially Private De-identification of Dutch Clinical Notes: A Comparative Evaluation 🕵️Steganographic Archives

Privatar: Scalable Privacy-preserving Multi-user VR via Secure Offloading 🤐Secure Multiparty

Privacy-Preserving LLMs Routing 💻Local LLMs

Privacy-Preserving Product-Quantized Approximate Nearest Neighbor Search Framework for Large-scale Datasets via A Hybrid of Fully Homomorphic Encryption and Trusted Execution Environment 🔐Homomorphic Encryption

Audit-or-Cast: Enforcing Honest Elections with Privacy-Preserving Public Verification 🌳Archive Merkle Trees

Privacy-Preserving Semantic Segmentation without Key Management 💻Local LLMs

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