differential privacy

Scalable and Efficient Training of Large Convolutional Neural Networks with Differential Privacy NeurIPS 2022 Selective Differential Privacy for Language Modeling NAACL 2022 Sentence-level Privacy for Document Embeddings ACL 2022 SeqPATE: Differentially Private Text Generation via Knowledge Distillation NeurIPS 2022 Shape And Structure Preserving Differential Privacy NeurIPS 2022 Shuffle Private Linear Contextual Bandits ICML 2022 Shuffle Private Stochastic Convex Optimization ICLR 2022 SoteriaFL: A Unified Framework for Private Federated Learning with Communication Compression NeurIPS 2022 SplitFed: When Federated Learning Meets Split Learning AAAI 2022 Subspace Differential Privacy AAAI 2022 Task-level Differentially Private Meta Learning NeurIPS 2022 The Fundamental Price of Secure Aggregation in Differentially Private Federated Learning ICML 2022 The Impact of Differential Privacy on Group Disparity Mitigation NAACL 2022 The Limits of Word Level Differential Privacy NAACL 2022 The Poisson Binomial Mechanism for Unbiased Federated Learning with Secure Aggregation ICML 2022 The Privacy Onion Effect: Memorization is Relative NeurIPS 2022 The Role of Adaptive Optimizers for Honest Private Hyperparameter Selection AAAI 2022 Tight and Robust Private Mean Estimation with Few Users ICML 2022 Toward Privacy-preserving Text Embedding Similarity with Homomorphic Encryption EMNLP 2022 Training Text-to-Text Transformers with Privacy Guarantees ACL 2022 Training Text-to-Text Transformers with Privacy Guarantees NAACL 2022 Transfer Learning In Differential Privacy’s Hybrid-Model ICML 2022 Two-mode Networks: Inference with as Many Parameters as Actors and Differential Privacy JMLR 2022 Understanding Clipping for Federated Learning: Convergence and Client-Level Differential Privacy ICML 2022 User-Level Differential Privacy against Attribute Inference Attack of Speech Emotion Recognition on Federated Learning Interspeech 2022