🔏 Differential Privacy - nmarshall · Scour

Optimal Rates for Pure {\varepsilon}-Differentially Private Stochastic Convex Optimization with Heavy Tails 🔢Homomorphic Encryption

arxiv.org·6d

Efficient Partially Blind Signatures from Isogenies 🔢Homomorphic Encryption

eprint.iacr.org·6d

Adversarial Robustness in Decentralized AI: Poisoning Attacks, Byzantine Fault Tolerance, and… 🛡️Byzantine Consensus

medium.com·4d

BioZero: Privacy-Preserving and Publicly Verifiable On-Chain Biometric Authentication via Homomorphic Commitments and Zero-Knowledge Proofs 🔐Decentralized Identity

arxiv.org·1d

Answering Counting Queries with Differential Privacy on a Quantum Computer 🔢Homomorphic Encryption

arxiv.org·1d

Balancing Functionality and GDPR-Driven Privacy in ISAC Trajectory Sharing 🛡️Privacy Engineering

arxiv.org·2d

COD-ssi: Enforcing Mutual Privacy for Credential Oblivious Disclosure in Self Sovereign Identity 🔐Decentralized Identity

arxiv.org·1d

Node-Private Community Detection in Stochastic Block Models 🍄Mycelium Networks

arxiv.org·2d

TADP-RME: A Trust-Adaptive Differential Privacy Framework for Enhancing Reliability of Data-Driven Systems 🔐Decentralized Identity

arxiv.org·5d

Zero-Shot Generative De-identification: Inversion-Free Flow for Privacy-Preserving Skin Image Analysis 🎯Vector Databases

arxiv.org·2d

Differentially Private Best-Arm Identification 🛡️Privacy Engineering

arxiv.org·6d

Differentially Private Language Generation and Identification in the Limit 💻Local LLMs

arxiv.org·5d

Towards Privacy-Preserving Large Language Model: Text-free Inference Through Alignment and Adaptation 💻Local LLMs

arxiv.org·6d

Say Something Else: Rethinking Contextual Privacy as Information Sufficiency 🔢Homomorphic Encryption

arxiv.org·6d

Equivalence Testing Under Privacy Constraints 🔢Homomorphic Encryption

arxiv.org·6d

Deep Privacy Funnel Model: From a Discriminative to a Generative Approach with an Application to Face Recognition 💻Local LLMs

arxiv.org·5d

Pseudo-Probability Unlearning: Efficient and Privacy-Preserving Machine Unlearning 💻Local LLMs

arxiv.org·6d

xDup: Privacy-Preserving Deduplication for Humanitarian Organizations using Fuzzy PSI 🔢Homomorphic Encryption

arxiv.org·5d

Beyond End-to-End: Dynamic Chain Optimization for Private LLM Adaptation on the Edge 🏠Self-hosted AI

arxiv.org·6d

Private Seeds, Public LLMs: Realistic and Privacy-Preserving Synthetic Data Generation 💻Local LLMs

arxiv.org·5d