Cover Image

From Statistical Disclosure Control to Fair AI: Navigating Fundamental Tradeoffs in Differential Privacy

Fuente: arXiv

Saved in:

Bibliographic Details
Main Author:	Watson, Adriana
Format:	Preprint
Published:	2026
Subjects:	Cryptography and Security 94A17, 68Q30, 62H30 K.4.1; C.2.0; I.2.6
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

How Worrying Are Privacy Attacks Against Machine Learning?
by: Domingo-Ferrer, Josep
Published: (2025)

Uniqueness ratio as a predictor of a privacy leakage
by: AlKhashti, Danah A. AlSalem
Published: (2025)

Latent Sculpting for Zero-Shot Generalization: A Manifold Learning Approach to Out-of-Distribution Anomaly Detection
by: Chhetri, Rajeeb Thapa, et al.
Published: (2025)

Differential Privacy: Gradient Leakage Attacks in Federated Learning Environments
by: Fernandez-de-Retana, Miguel, et al.
Published: (2025)

Exponential-Family Membership Inference: From LiRA and RMIA to BaVarIA
by: Brännvall, Rickard
Published: (2026)

A Fiber Criterion for Representation Identifiability in Supervised Learning
by: Sevetlidis, Vasileios
Published: (2026)

A Practical Synthesis of Detecting AI-Generated Textual, Visual, and Audio Content
by: Cao, Lele
Published: (2025)

A collaborative ensemble construction method for federated random forest
by: Lim, Penjan Antonio Eng, et al.
Published: (2024)

Formal Models and Convergence Analysis for Context-Aware Security Verification
by: Chaudhary, Ayush
Published: (2025)

A Monad-Based Clause Architecture for Artificial Age Score (AAS) in Large Language Models
by: Kayadibi, Seyma Yaman
Published: (2025)

Clone What You Can't Steal: Black-Box LLM Replication via Logit Leakage and Distillation
by: Gharami, Kanchon, et al.
Published: (2025)

Modeling and Visualization Reasoning for Stakeholders in Education and Industry Integration Systems: Research on Structured Synthetic Dialogue Data Generation Based on NIST Standards
by: Meng, Wei
Published: (2025)

Seed-Induced Uniqueness in Transformer Models: Subspace Alignment Governs Subliminal Transfer
by: Okatan, Ayşe Selin, et al.
Published: (2025)

How Does Machine Learning Manage Complexity?
by: Fortnow, Lance
Published: (2026)

ADD for Multi-Bit Image Watermarking
by: Luo, An, et al.
Published: (2026)

Closed-Form Beta Distribution Estimation from Sparse Statistics with Random Forest Implicit Regularization
by: Landers, Jonathan R.
Published: (2025)

ConvXformer: Differentially Private Hybrid ConvNeXt-Transformer for Inertial Navigation
by: Tariq, Omer, et al.
Published: (2025)

Composable Post-Quantum Security for FADEC-Coupled Dual-Spool Turbofan Cyber-Physical Systems
by: Alpay, Faruk, et al.
Published: (2026)

Imbalanced malware classification: an approach based on dynamic classifier selection
by: Souza, J. V. S., et al.
Published: (2025)

$δ$-STEAL: LLM Stealing Attack with Local Differential Privacy
by: Dang, Kieu, et al.
Published: (2025)

Keys in the Weights: Transformer Authentication Using Model-Bound Latent Representations
by: Okatan, Ayşe S., et al.
Published: (2025)

The Limits of AI Explainability: An Algorithmic Information Theory Approach
by: Rao, Shrisha
Published: (2025)

DP-FedSOFIM: Differentially Private Federated Stochastic Optimization using Regularized Fisher Information Matrix
by: Nair, Sidhant, et al.
Published: (2026)

AVEC: Bootstrapping Privacy for Local LLMs
by: Gaikwad, Madhava
Published: (2025)

Laws of Learning Dynamics and the Core of Learners
by: Jung, Inkee, et al.
Published: (2026)

Digital Forgetting in Large Language Models: A Survey of Unlearning Methods
by: Blanco-Justicia, Alberto, et al.
Published: (2024)

Computable Gap Assessment of Artificial Intelligence Governance in Children's Centres: Evidence-Mechanism-Governance-Indicator Modelling of UNICEF's Guidance on AI and Children 3.0 Based on the Graph-GAP Framework
by: Meng, Wei
Published: (2025)

Out-of-Distribution Detection via Channelwise Feature Aggregation in Neural Network-Based Receivers
by: Tuononen, Marko, et al.
Published: (2025)

On the Whitney Extension-Interpolation-Alignment problem for almost isometries with small distortion in $\Bbb R^D$
by: Damelin, S. B, et al.
Published: (2014)

On Smooth Whitney Extensions of almost isometries with small distortion, Interpolation and Alignment in $\Bbb R^D$-Part 1
by: Damelin, S. B., et al.
Published: (2014)

An Agent-Based Modeling Approach to Free-Text Keyboard Dynamics for Continuous Authentication
by: Dillon, Roberto, et al.
Published: (2025)

CSI-IBBS: Identity-Based Blind Signature using CSIDH
by: Bhoumik, Soumya, et al.
Published: (2025)

From CRUD to Autonomous Agents: Formal Validation and Zero-Trust Security for Semantic Gateways in AI-Native Enterprise Systems
by: Peyrano, Ignacio
Published: (2026)

SafetyDrift: Predicting When AI Agents Cross the Line Before They Actually Do
by: Dhodapkar, Aditya, et al.
Published: (2026)

Pair Correlation Factor and the Sample Complexity of Gaussian Mixtures
by: Aryan, Farzad
Published: (2025)

Standardized Threat Taxonomy for AI Security, Governance, and Regulatory Compliance
by: Huwyler, Hernan
Published: (2025)

Causal Direction from Convergence Time: Faster Training in the True Causal Direction
by: Tamim, Abdulrahman
Published: (2026)

Ultrahigh-Q chiral resonances empowered by multi-head attention deep learning
by: Zhang, Cong, et al.
Published: (2025)

Remotely Detectable Robot Policy Watermarking
by: Amir, Michael, et al.
Published: (2025)

Semantic Variational Bayes Based on Semantic Information G Theory for Solving Latent Variables
by: Lu, Chenguang
Published: (2024)