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differential privacy

1010 papers

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Also known as

DPDL DP-SGD DP DPSGD MDP LDP

Co-occurring keywords

federated learning (1320) stochastic gradient descent (1088) sample complexity (1158) privacy preservation (376) privacy-preserving learning (115) regret bound (1918) privacy-preserving machine learning (99) large language model (12755) exponential mechanism (30) online learning (1770)

Papers

Near-optimal Thompson sampling-based algorithms for differentially private stochastic bandits UAI 2022
Robin Hood and Matthew Effects: Differential Privacy Has Disparate Impact on Synthetic Data ICML 2022
Open Problem: Better Differentially Private Learning Algorithms with Margin Guarantees COLT 2022
Privacy-aware compression for federated data analysis UAI 2022
Training Text-to-Text Transformers with Privacy Guarantees ACL 2022
When Does Differentially Private Learning Not Suffer in High Dimensions? NIPS 2022
Privid: Practical, Privacy-Preserving Video Analytics Queries NSDI 2022
How reparametrization trick broke differentially-private text representation learning ACL 2022
Private Set Generation with Discriminative Information NIPS 2022
Adaptive Differential Privacy for Language Model Training ACL 2022
Privacy Amplification by Subsampling in Time Domain AISTATS 2022
Differentially Private Model Compression NIPS 2022
Scalable and Efficient Training of Large Convolutional Neural Networks with Differential Privacy NIPS 2022
Selective Differential Privacy for Language Modeling NAACL 2022
What You See is What You Get: Principled Deep Learning via Distributional Generalization NIPS 2022
Differentially Private Histograms under Continual Observation: Streaming Selection into the Unknown AISTATS 2022
Privacy of Noisy Stochastic Gradient Descent: More Iterations without More Privacy Loss NIPS 2022
Differentially Private Learning with Margin Guarantees NIPS 2022
Near-Optimal Correlation Clustering with Privacy NIPS 2022
Differentially Private Graph Learning via Sensitivity-Bounded Personalized PageRank NIPS 2022
Improved Utility Analysis of Private CountSketch NIPS 2022
Differentially Private Language Models for Secure Data Sharing EMNLP 2022
Incorporating Item Frequency for Differentially Private Set Union AAAI 2022
Bridging Differential Privacy and Byzantine-Robustness via Model Aggregation IJCAI 2022
Private Semi-Supervised Federated Learning IJCAI 2022