Privacy-Preserving Analytics

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Scoured 41 posts in 27.2 ms

Out of sight, out of reach – it't not your data

 🛡️Privacy  Content type: Blog
ecprotocol.io··Hacker News

High-Accuracy, Poisoning-Resilient Frequency Estimation in the Shuffle Model

 🔬RaBitQ
eprint.iacr.org·

Brave Origin strips AI, Rewards, and VPN for privacy purists - at a price

 🔗Interoperability
ppc.land·

Asymptotic Optimality of the High-Dimensional Gaussian Mechanism and Improved Low-Dimensional Mechanisms for Differential Privacy

 🎯Vector Quantization  Content type: Academic
arxiv.org·

Fully Oblivious Differential Privacy for Frequency Estimation in the Augmented Shuffle Model with Trusted Processors

 🔐Hardware Security  Content type: Academic
arxiv.org·

Apple’s Gemini Bet: What Outsourcing AI Really Means

 Gemini  Content type: Blog  Content type: Discussion
tildalice.io·

Multi-Objective Submodular Maximization with Differential Privacy

 PGO  Content type: Academic
arxiv.org·

Latency-Aware, High-Throughput Homomorphic AES Evaluation with CKKS

 Hardware Acceleration
eprint.iacr.org·

An End-to-End Encrypted Control Pipeline for Multi-Agent Coordination via CKKS Homomorphic Encryption

 🚀Indie Hacking  Content type: Academic
arxiv.org·

SoK: Reconstruction Attacks on Synthetic Tabular Data (Insights from Winning the NIST CRC)

 🌳Data Structures  Content type: Academic
arxiv.org·

Butterfly Effect: Multi-Key FHE from Ring-LWR

 🚩CTF Writeups
eprint.iacr.org·

EnclaveScale: Hardware-Assisted Edge-DP for Secure Data Centre Power Telemetry

 🏗️LLM Infrastructure  Content type: Academic
arxiv.org·

No Free Lunch for Synthetic Images under Data Scarcity Conditions

 Gemini  Content type: Academic
arxiv.org·

DPDL: Towards Differential Privacy Preservation in Decentralized Stochastic Learning on Non-IID Data

 🎯Vector Search  Content type: Academic
arxiv.org·

SWIFT: Shallow and SIMD-Aware CKKS Functional Bootstrapping for Low-Latency

 Hardware Acceleration
eprint.iacr.org·

Minimax Private Estimation of Smooth Optimal-Transport Maps

 📦Batch Embeddings  Content type: Academic
arxiv.org·

Benchmarking Empirical Privacy Protection for Adaptations of Large Language Models

 🧠LLM Inference  Content type: Academic
arxiv.org·

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization

 ℹ️Information Theory  Content type: Academic
arxiv.org·

Protecting K-Nearest Neighbor Queries from Location Inference Attacks

 🧮LSH  Content type: Academic
arxiv.org·

SharedRequest: Privacy-Preserving Model-Agnostic Inference for Large Language Models

 📊Model Serving Economics  Content type: Academic
arxiv.org·

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