Privacy Engineering

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Benchmarking Empirical Privacy Protection for Adaptations of Large Language Models

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

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

ย ๐Ÿ› cybersecurity ย Content type: Academic
arxiv.orgยท

Minimax Private Estimation of Smooth Optimal-Transport Maps

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

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

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

CausShield: Sample Reconstruction-Resilient Vertical FL via Causal Representation Learning

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

Decentralized EM Algorithm for Gaussian Mixtures under Data Heterogeneity and Partial Labeling

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

No Free Lunch for Synthetic Images under Data Scarcity Conditions

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

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

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

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

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

AI-Native Closed-Loop Security for 6G-Enabled Cyber-Physical Systems: From Edge Detection to Network-Wide Mitigation

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

Protecting K-Nearest Neighbor Queries from Location Inference Attacks

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

TeeDAO: A Decentralized Autonomous Organization for Heterogeneous TEEs

ย โš–๏ธAI Governance ย Content type: Academic
arxiv.orgยท

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