privacy-preserving machine learning

Fast and Differentially Private Fair Clustering IJCAI 2023 Generalized Linear Models in Non-interactive Local Differential Privacy with Public Data JMLR 2023 LinGCN: Structural Linearized Graph Convolutional Network for Homomorphically Encrypted Inference NeurIPS 2023 Noisy adversarial representation learning for effective and efficient image obfuscation UAI 2023 Offline Reinforcement Learning with Differential Privacy NeurIPS 2023 Private Image Generation With Dual-Purpose Auxiliary Classifier CVPR 2023 Purifier: Defending Data Inference Attacks via Transforming Confidence Scores AAAI 2023 Redactor: A Data-Centric and Individualized Defense against Inference Attacks AAAI 2023 SpENCNN: Orchestrating Encoding and Sparsity for Fast Homomorphically Encrypted Neural Network Inference ICML 2023 Unlearnable Clusters: Towards Label-Agnostic Unlearnable Examples CVPR 2023 User-level Private Stochastic Convex Optimization with Optimal Rates ICML 2023 A Federated Approach to Predicting Emojis in Hindi Tweets EMNLP 2022 Can we Generalize and Distribute Private Representation Learning? AISTATS 2022 Contribution-Aware Federated Learning for Smart Healthcare AAAI 2022 FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings NeurIPS 2022 GAL: Gradient Assisted Learning for Decentralized Multi-Organization Collaborations NeurIPS 2022 Just Fine-tune Twice: Selective Differential Privacy for Large Language Models EMNLP 2022 Membership Inference via Backdooring IJCAI 2022 Open Problem: Better Differentially Private Learning Algorithms with Margin Guarantees COLT 2022 Private Set Generation with Discriminative Information NeurIPS 2022 User-Level Differential Privacy against Attribute Inference Attack of Speech Emotion Recognition on Federated Learning Interspeech 2022 Antipodes of Label Differential Privacy: PATE and ALIBI NeurIPS 2021 CaPC Learning: Confidential and Private Collaborative Learning ICLR 2021 CrypTen: Secure Multi-Party Computation Meets Machine Learning NeurIPS 2021 Federated f-Differential Privacy AISTATS 2021