Differential Privacy

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

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท
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Storing Your Passwords Safely: Why I Use KeePass

ย ๐Ÿ Personal Archives
menelaos.vergis.netยทยทHacker News

Show HN: Two Pillars Protocol โ€“ a maturity model for AI-era software engineering

ย ๐Ÿ”ŒInterface Evolution
assess.rlabs.clยทยทHacker News

Multi-Objective Submodular Maximization with Differential Privacy

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท

On Choosing the $\mu$ Parameter in Gaussian Differential Privacy

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท

Sort, Partition, Randomize: Optimal Binary Hypothesis Testing under Local Differential Privacy

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท

DP4SQL: Differentially Private SQL with Flexible Privacy Policies

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท

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

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท

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

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท

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

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท

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

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท

Differentially Private Synthetic Data via APIs 4: Tabular Data

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท

Benchmarking Empirical Privacy Protection for Adaptations of Large Language Models

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท

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

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท

Protecting K-Nearest Neighbor Queries from Location Inference Attacks

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท

Preserving Data Privacy in Learning Causal Structure with Fully Homomorphic Encryption

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท

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

ย ๐Ÿ”’Privacy Preserving ย Content type: Academic
arxiv.orgยท

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