2023 TOP Differential Privacy Review

2023年度的顶刊已经出炉，在此把关于 Differential Privacy 的部分筛选出来，以供后续学习，整理内容已同步在 Github。

人工智能

AI

未查阅到相关文献。

TPAMI

• Differentially Private Graph Neural Networks for Whole-Graph Classification pdf code

IJCV

未查阅到相关文献。

JMLR

• Generalized Linear Models in Non-interactive Local Differential Privacy with Public Data pdf

数据库／数据挖掘／内容检索

期刊

TODS

• Efficient Bi-objective SQL Optimization for Enclaved Cloud Databases with Differentially Private Padding pdf

TOIS

无相关文献。

TKDE

• Collecting Geospatial Data Under Local Differential Privacy With Improving Frequency Estimation pdf code
  
• Global Combination and Clustering Based Differential Privacy Mixed Data Publishing pdf
  
• DP2-Pub: Differentially Private High-Dimensional Data Publication With Invariant Post Randomization pdf
  
• Multi-Party Sequential Data Publishing Under Differential Privacy pdf
  
• Local Differentially Private Fuzzy Counting in Stream Data Using Probabilistic Data Structures pdf
  
• DDRM: A Continual Frequency Estimation Mechanism With Local Differential Privacy pdf
  
• Collecting Preference Rankings Under Local Differential Privacy pdf
  
• Differentially Private Demand Side Management for Incentivized Dynamic Pricing in Smart Grid pdf
  
• Publishing Graphs Under Node Differential Privacy pdf
  
• Private and Utility Enhanced Recommendations With Local Differential Privacy and Gaussian Mixture Model pdf
  
• Data Level Privacy Preserving: A Stochastic Perturbation Approach Based on Differential Privacy pdf
  
• A Robust Game-Theoretical Federated Learning Framework With Joint Differential Privacy pdf
  
• Applications of Differential Privacy in Social Network Analysis: A Survey pdf

VLDBJ

• Local dampening: differential privacy for non-numeric queries via local sensitivity pdf