Machine Learning with Privacy for Protected Attributes
Authors: Saeed Mahloujifar, Chuan Guo, G. Edward Suh, Kamalika Chaudhuri | Published: 2025-06-24
差分プライバシー
Learning Obfuscations Of LLM Embedding Sequences: Stained Glass Transform
Authors: Jay Roberts, Kyle Mylonakis, Sidhartha Roy, Kaan Kale | Published: 2025-06-11
Differentially Private Distribution Release of Gaussian Mixture Models via KL-Divergence Minimization
Authors: Hang Liu, Anna Scaglione, Sean Peisert | Published: 2025-06-04
Differential Privacy Analysis of Decentralized Gossip Averaging under Varying Threat Models
Authors: Antti Koskela, Tejas Kulkarni | Published: 2025-05-26
Verifying Differentially Private Median Estimation
Authors: Hyukjun Kwon, Chenglin Fan | Published: 2025-05-22
Securing Genomic Data Against Inference Attacks in Federated Learning Environments
Authors: Chetan Pathade, Shubham Patil | Published: 2025-05-12
Bilateral Differentially Private Vertical Federated Boosted Decision Trees
Authors: Bokang Zhang, Zhikun Zhang, Haodong Jiang, Yang Liu, Lihao Zheng, Yuxiao Zhou, Shuaiting Huang, Junfeng Wu | Published: 2025-04-30
Can Differentially Private Fine-tuning LLMs Protect Against Privacy Attacks?
Authors: Hao Du, Shang Liu, Yang Cao | Published: 2025-04-28 | Updated: 2025-05-01
Empirical Analysis of Privacy-Fairness-Accuracy Trade-offs in Federated Learning: A Step Towards Responsible AI
Authors: Dawood Wasif, Dian Chen, Sindhuja Madabushi, Nithin Alluru, Terrence J. Moore, Jin-Hee Cho | Published: 2025-03-20
BLIA: Detect model memorization in binary classification model through passive Label Inference attack
Authors: Mohammad Wahiduzzaman Khan, Sheng Chen, Ilya Mironov, Leizhen Zhang, Rabib Noor | Published: 2025-03-17