🔏 Differential Privacy - nmarshall · Scour

Mind the Gap: Mixtures of Gaussians in Approximate Differential Privacy 🛡️Privacy Engineering

FPF Releases Practitioner Guides on Privacy Enhancing Technologies for Education Stakeholders 🛡️Privacy Engineering

CHRONOS: Temporally-Aware Multi-Agent Coordination for Evolving Data Marketplaces ⏳Time-travel Databases

Beyond Epsilon: A Principled QIF Framework for Local Differential Privacy 🔢Homomorphic Encryption

Optimal Gap-Dependent Regret for Private Stochastic Decision-Theoretic Online Learning 🤖Reinforcement Learning

On the Stability of Spherical Hellinger-Kantorovich Flows and Their Implications for Differential Privacy 🔢Homomorphic Encryption

Gaussian Differentially Private $e$-values: Construction, Threshold Calibration, and Multiple Testing 🛡️Privacy Engineering

Context-Aware Metric Differential Privacy for Vehicle Trajectory Data 🛡️Privacy Engineering

Statistical Embeddings for Similarity, Retrieval, and Interpretable Alignment of Numeric Tabular Datasets 🎯Vector Databases

Optimal Quantum Differential Privacy via Fisher Information Spectral Analysis 🔢Homomorphic Encryption

Revisiting ML Training under Fully Homomorphic Encryption: Convergence Guarantees, Differential Privacy, and Efficient Algorithms 🔢Homomorphic Encryption

Optimal quantum locally differentially private mechanisms in the high-privacy regime 🔢Homomorphic Encryption

PATE-TabTransGAN: Differentially Private Synthetic Tabular Data Generation via Transformer-Based Student Discrimination 🔍RAG

ScanTwin: Simulating Performance Regressions Without Access to Tenant Data ⏱️Time-series Optimization

Private Adaptive Covariance Estimation via Gaussian Graphical Models 🤝Federated Learning

Measuring Database Unfairness via Dependency Quantification Under Differential Privacy 🔢Homomorphic Encryption

Certified Causal Attribution for Real-Time Attack Forensics in 6G Network Slicing 🕰️Vector Clocks

Detectability in Diversity: Improved Canary Crafting for Privacy Auditing in One Run 🛡️Privacy Engineering

Efficient DP-SGD for LLMs with Randomized Clipping 💻Local LLMs

Differentially Private Obfuscation of Power Grid Dynamics 🔢Homomorphic Encryption

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