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Topic: differential privacy

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Differentially Private Non-Convex Optimization under the KL Condition with Optimal Rates. (arXiv:2311.13447v1 [cs.LG]) 2 weeks, 3 days ago | arxiv.org
case differential privacy loss losses +10
Gaussian Differential Privacy on Riemannian Manifolds. (arXiv:2311.10101v1 [cs.CR]) 2 weeks, 6 days ago | arxiv.org
advanced analysis concept definition +9
Distributed Differential Privacy via Shuffling vs Aggregation: a Curious Study 3 weeks, 2 days ago | www.iacr.org
aggregation chen differential privacy distributed +10
Does Differential Privacy Prevent Backdoor Attacks in Practice?. (arXiv:2311.06227v1 [cs.CR]) 3 weeks, 6 days ago | arxiv.org
attacks attention backdoor backdoor attacks +10
Local Differential Privacy for Smart Meter Data Sharing. (arXiv:2311.04544v1 [cs.CR]) 1 month ago | arxiv.org
companies consumers data data sharing +16
Federated Experiment Design under Distributed Differential Privacy. (arXiv:2311.04375v1 [cs.CR]) 1 month ago | arxiv.org
applications back collection critical +17
(Amplified) Banded Matrix Factorization: A unified approach to private training. (arXiv:2306.08153v2 [cs.LG] UPDATED) 1 month ago | arxiv.org
algorithms applications art computation +9
Releasing Graph Neural Networks with Differential Privacy Guarantees. (arXiv:2109.08907v2 [cs.LG] UPDATED) 1 month ago | arxiv.org
access applications attacks box +9
PEPR '23 - Plume: Differential Privacy at Scale 1 month, 2 weeks ago | www.youtube.com
alex algorithms analysis data +11
Differentially Private Data Generation with Missing Data. (arXiv:2310.11548v1 [cs.DB]) 1 month, 3 weeks ago | arxiv.org
data differential privacy high input +10
Secure Noise Sampling for DP in MPC with Finite Precision 1 month, 3 weeks ago | www.iacr.org
computation differential privacy eprint report function +7
Split-and-Denoise: Protect large language model inference with local differential privacy. (arXiv:2310.09130v1 [cs.AI]) 1 month, 3 weeks ago | arxiv.org
as-a-service business differential privacy eaas +19
Regression with Label Differential Privacy. (arXiv:2212.06074v3 [cs.LG] UPDATED) 2 months ago | arxiv.org
differential privacy distribution function global +10
Combining Differential Privacy and Byzantine Resilience in Distributed SGD. (arXiv:2110.03991v4 [cs.LG] UPDATED) 2 months ago | arxiv.org
concepts differential privacy distributed effectively +6
FLAIM: AIM-based Synthetic Data Generation in the Federated Setting. (arXiv:2310.03447v1 [cs.CR]) 2 months ago | arxiv.org
aim artificial data data sharing +13
Smooth Lower Bounds for Differentially Private Algorithms via Padding-and-Permuting Fingerprinting Codes. (arXiv:2307.07604v2 [cs.CR] UPDATED) 2 months, 2 weeks ago | arxiv.org
algorithms complexity differential privacy don +7
DPpack: An R Package for Differentially Private Statistical Analysis and Machine Learning. (arXiv:2309.10965v1 [stat.ML]) 2 months, 2 weeks ago | arxiv.org
analysis art current data +14
A Neighbourhood-Aware Differential Privacy Mechanism for Static Word Embeddings. (arXiv:2309.10551v1 [cs.LG]) 2 months, 2 weeks ago | arxiv.org
aware differential privacy guarantee mechanism +4
Crowdotic: Transformer-based Occupancy Estimation for Hospital Waiting Rooms with Non-speech Audio and Differential Privacy. (arXiv:2309.10280v1 … 2 months, 2 weeks ago | arxiv.org
analysis analytics application audio +10
Local Differential Privacy in Graph Neural Networks: a Reconstruction Approach. (arXiv:2309.08569v1 [cs.LG]) 2 months, 3 weeks ago | arxiv.org
applications data differential privacy framework +11
Communication-Efficient Laplace Mechanism for Differential Privacy via Random Quantization. (arXiv:2309.06982v1 [cs.CR]) 2 months, 3 weeks ago | arxiv.org
communication data database differential privacy +6
Robustness for Spectral Clustering of General Graphs under Local Differential Privacy. (arXiv:2309.06867v1 [cs.CR]) 2 months, 3 weeks ago | arxiv.org
algorithm block clustering clusters +13
DP-Forward: Fine-tuning and Inference on Language Models with Differential Privacy in Forward Pass. (arXiv:2309.06746v1 [cs.CR]) 2 months, 3 weeks ago | arxiv.org
back computation data differential privacy +12
Deciding Differential Privacy of Online Algorithms with Multiple Variables. (arXiv:2309.06615v1 [cs.CR]) 2 months, 3 weeks ago | arxiv.org
algorithms called differential privacy input +6
Exploring the Benefits of Differentially Private Pre-training and Parameter-Efficient Fine-tuning for Table Transformers. (arXiv:2309.06526v1 [cs.LG]) 2 months, 3 weeks ago | arxiv.org
art benefits data data privacy +13
Interactive and Concentrated Differential Privacy for Bandits. (arXiv:2309.00557v1 [stat.ML]) 3 months ago | arxiv.org
critical data decision differential privacy +11
Optimizing Hierarchical Queries for the Attribution Reporting API. (arXiv:2308.13510v1 [cs.DS]) 3 months, 1 week ago | arxiv.org
algorithms api attribution conversion +10
Breaking the Communication-Privacy-Accuracy Tradeoff with $f$-Differential Privacy. (arXiv:2302.09624v2 [cs.CR] UPDATED) 3 months, 2 weeks ago | arxiv.org
accuracy analysis analytics breaking +14
Counting Distinct Elements Under Person-Level Differential Privacy. (arXiv:2308.12947v1 [cs.DS]) 3 months, 2 weeks ago | arxiv.org
contribute differential privacy may privacy +3
Optimizing Noise for $f$-Differential Privacy via Anti-Concentration and Stochastic Dominance. (arXiv:2308.08343v1 [cs.CR]) 3 months, 3 weeks ago | arxiv.org
adversary curve database differential privacy +6
Differentially Private Graph Neural Network with Importance-Grained Noise Adaption. (arXiv:2308.04943v1 [cs.LG]) 4 months ago | arxiv.org
demands differential privacy information may +12
Global Differential Privacy for Distributed Metaverse Healthcare Systems. (arXiv:2308.04439v1 [cs.CR]) 4 months ago | arxiv.org
artificial artificial intelligence clinics data +21
Flexible Differentially Private Vertical Federated Learning with Adaptive Feature Embeddings. (arXiv:2308.02362v1 [cs.CR]) 4 months ago | arxiv.org
address attacks data data privacy +14
Differentially Private Confidence Intervals for Proportions under Stratified Random Sampling. (arXiv:2301.08324v1 [stat.ME] CROSS LISTED) 4 months, 1 week ago | arxiv.org
art attention awareness computer +13
Causal Inference with Differentially Private (Clustered) Outcomes. (arXiv:2308.00957v1 [stat.ML]) 4 months, 1 week ago | arxiv.org
algorithm de-anonymization differential privacy guarantee +7
Differential Privacy for Adaptive Weight Aggregation in Federated Tumor Segmentation. (arXiv:2308.00856v1 [cs.LG]) 4 months, 1 week ago | arxiv.org
aggregation client data data integrity +13
Differentially Private Linear Regression with Linked Data. (arXiv:2308.00836v1 [stat.ME]) 4 months, 1 week ago | arxiv.org
computer computer science data demand +12
Accuracy Amplification in Differentially Private Logistic Regression: A Pre-Training Approach. (arXiv:2307.13771v1 [cs.LG]) 4 months, 1 week ago | arxiv.org
accuracy amplification datasets differential privacy +7
The importance of feature preprocessing for differentially private linear optimization. (arXiv:2307.11106v1 [cs.LG]) 4 months, 2 weeks ago | arxiv.org
algorithms differential privacy feature interest +10
Trajectory Data Collection with Local Differential Privacy. (arXiv:2307.09339v1 [cs.DB]) 4 months, 3 weeks ago | arxiv.org
applications benefits collecting collection +13
Population Expansion for Training Language Models with Private Federated Learning. (arXiv:2307.07477v1 [cs.LG]) 4 months, 3 weeks ago | arxiv.org
applications devices differential privacy distributed +11
Hiding in Plain Sight: Differential Privacy Noise Exploitation for Evasion-resilient Localized Poisoning Attacks in Multiagent … 4 months, 3 weeks ago | arxiv.org
adversarial attacks differential privacy evasion +9
Privacy-Utility Trade-offs in Neural Networks for Medical Population Graphs: Insights from Differential Privacy and Graph … 4 months, 3 weeks ago | arxiv.org
attacks auditing datasets differential privacy +15
To share or not to share: What risks would laypeople accept to give sensitive data … 4 months, 3 weeks ago | arxiv.org
accept budget community data +18
Differentially Private Statistical Inference through $\beta$-Divergence One Posterior Sampling. (arXiv:2307.05194v1 [stat.ML]) 4 months, 4 weeks ago | arxiv.org
analysis beta data differential privacy +9
Random Number Generators and Seeding for Differential Privacy. (arXiv:2307.03543v1 [cs.CR]) 5 months ago | arxiv.org
algorithms bug differential privacy important +8
Differential Privacy for Clustering Under Continual Observation. (arXiv:2307.03430v1 [cs.DS]) 5 months ago | arxiv.org
algorithm clustering deletion differential privacy +5
Vision Through the Veil: Differential Privacy in Federated Learning for Medical Image Classification. (arXiv:2306.17794v1 [cs.LG]) 5 months, 1 week ago | arxiv.org
aggregation analysis applications classification +12
Differential Privacy May Have a Potential Optimization Effect on Some Swarm Intelligence Algorithms besides Privacy-preserving. … 5 months, 1 week ago | arxiv.org
algorithm algorithms artificial artificial intelligence +12
Differentially Private Algorithms for the Stochastic Saddle Point Problem with Optimal Rates for the Strong … 5 months, 1 week ago | arxiv.org
algorithms big delta differential privacy +10
Private Covariance Approximation and Eigenvalue-Gap Bounds for Complex Gaussian Perturbations. (arXiv:2306.16648v1 [cs.DS]) 5 months, 1 week ago | arxiv.org
delta differential privacy gap matrix +4
Probing the Transition to Dataset-Level Privacy in ML Models Using an Output-Specific and Data-Resolved Privacy … 5 months, 1 week ago | arxiv.org
budget data differential privacy framework +10
DP Streaming Data Release under Correlations via Post-processing. (arXiv:2306.13293v1 [cs.DB]) 5 months, 2 weeks ago | arxiv.org
balance data differential privacy focus +10
Prior-itizing Privacy: A Bayesian Approach to Setting the Privacy Budget in Differential Privacy. (arXiv:2306.13214v1 [cs.CR]) 5 months, 2 weeks ago | arxiv.org
balance budget confidential confidentiality +7
Controlling Privacy Loss in Sampling Schemes: an Analysis of Stratified and Cluster Sampling. (arXiv:2007.12674v2 [stat.ME] … 5 months, 2 weeks ago | arxiv.org
algorithm analysis cluster design +12
Quantum Pufferfish Privacy: A Flexible Privacy Framework for Quantum Systems. (arXiv:2306.13054v1 [quant-ph]) 5 months, 2 weeks ago | arxiv.org
addresses differential privacy domain flexibility +7
PrivSketch: A Private Sketch-based Frequency Estimation Protocol for Data Streams. (arXiv:2306.12144v1 [cs.CR]) 5 months, 2 weeks ago | arxiv.org
collection data data collection data stream +16
Randomized Quantization is All You Need for Differential Privacy in Federated Learning. (arXiv:2306.11913v1 [cs.LG]) 5 months, 2 weeks ago | arxiv.org
data data privacy decentralized decentralized approach +9
Pre-Pruning and Gradient-Dropping Improve Differentially Private Image Classification. (arXiv:2306.11754v1 [cs.CV]) 5 months, 2 weeks ago | arxiv.org
accuracy algorithm challenge classification +10
Correlated-Output-Differential-Privacy and Applications to Dark Pools 5 months, 3 weeks ago | www.iacr.org
analyst applications christian dark +9

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Items published with this topic over the last 90 days.

Latest

Differentially Private Non-Convex Optimization under the KL Condition with Optimal Rates. (arXiv:2311.13447v1 [cs.LG]) 2 weeks, 3 days ago | arxiv.org
case differential privacy loss losses +10
Gaussian Differential Privacy on Riemannian Manifolds. (arXiv:2311.10101v1 [cs.CR]) 2 weeks, 6 days ago | arxiv.org
advanced analysis concept definition +9
Distributed Differential Privacy via Shuffling vs Aggregation: a Curious Study 3 weeks, 2 days ago | www.iacr.org
aggregation chen differential privacy distributed +10
Does Differential Privacy Prevent Backdoor Attacks in Practice?. (arXiv:2311.06227v1 [cs.CR]) 3 weeks, 6 days ago | arxiv.org
attacks attention backdoor backdoor attacks +10
Local Differential Privacy for Smart Meter Data Sharing. (arXiv:2311.04544v1 [cs.CR]) 1 month ago | arxiv.org
companies consumers data data sharing +16
Federated Experiment Design under Distributed Differential Privacy. (arXiv:2311.04375v1 [cs.CR]) 1 month ago | arxiv.org
applications back collection critical +17
(Amplified) Banded Matrix Factorization: A unified approach to private training. (arXiv:2306.08153v2 [cs.LG] UPDATED) 1 month ago | arxiv.org
algorithms applications art computation +9
Releasing Graph Neural Networks with Differential Privacy Guarantees. (arXiv:2109.08907v2 [cs.LG] UPDATED) 1 month ago | arxiv.org
access applications attacks box +9
PEPR '23 - Plume: Differential Privacy at Scale 1 month, 2 weeks ago | www.youtube.com
alex algorithms analysis data +11
Differentially Private Data Generation with Missing Data. (arXiv:2310.11548v1 [cs.DB]) 1 month, 3 weeks ago | arxiv.org
data differential privacy high input +10
Secure Noise Sampling for DP in MPC with Finite Precision 1 month, 3 weeks ago | www.iacr.org
computation differential privacy eprint report function +7
Split-and-Denoise: Protect large language model inference with local differential privacy. (arXiv:2310.09130v1 [cs.AI]) 1 month, 3 weeks ago | arxiv.org
as-a-service business differential privacy eaas +19
Regression with Label Differential Privacy. (arXiv:2212.06074v3 [cs.LG] UPDATED) 2 months ago | arxiv.org
differential privacy distribution function global +10
Combining Differential Privacy and Byzantine Resilience in Distributed SGD. (arXiv:2110.03991v4 [cs.LG] UPDATED) 2 months ago | arxiv.org
concepts differential privacy distributed effectively +6
FLAIM: AIM-based Synthetic Data Generation in the Federated Setting. (arXiv:2310.03447v1 [cs.CR]) 2 months ago | arxiv.org
aim artificial data data sharing +13
Smooth Lower Bounds for Differentially Private Algorithms via Padding-and-Permuting Fingerprinting Codes. (arXiv:2307.07604v2 [cs.CR] UPDATED) 2 months, 2 weeks ago | arxiv.org
algorithms complexity differential privacy don +7
DPpack: An R Package for Differentially Private Statistical Analysis and Machine Learning. (arXiv:2309.10965v1 [stat.ML]) 2 months, 2 weeks ago | arxiv.org
analysis art current data +14
A Neighbourhood-Aware Differential Privacy Mechanism for Static Word Embeddings. (arXiv:2309.10551v1 [cs.LG]) 2 months, 2 weeks ago | arxiv.org
aware differential privacy guarantee mechanism +4
Crowdotic: Transformer-based Occupancy Estimation for Hospital Waiting Rooms with Non-speech Audio and Differential Privacy. (arXiv:2309.10280v1 … 2 months, 2 weeks ago | arxiv.org
analysis analytics application audio +10
Local Differential Privacy in Graph Neural Networks: a Reconstruction Approach. (arXiv:2309.08569v1 [cs.LG]) 2 months, 3 weeks ago | arxiv.org
applications data differential privacy framework +11
Communication-Efficient Laplace Mechanism for Differential Privacy via Random Quantization. (arXiv:2309.06982v1 [cs.CR]) 2 months, 3 weeks ago | arxiv.org
communication data database differential privacy +6
Robustness for Spectral Clustering of General Graphs under Local Differential Privacy. (arXiv:2309.06867v1 [cs.CR]) 2 months, 3 weeks ago | arxiv.org
algorithm block clustering clusters +13
DP-Forward: Fine-tuning and Inference on Language Models with Differential Privacy in Forward Pass. (arXiv:2309.06746v1 [cs.CR]) 2 months, 3 weeks ago | arxiv.org
back computation data differential privacy +12
Deciding Differential Privacy of Online Algorithms with Multiple Variables. (arXiv:2309.06615v1 [cs.CR]) 2 months, 3 weeks ago | arxiv.org
algorithms called differential privacy input +6
Exploring the Benefits of Differentially Private Pre-training and Parameter-Efficient Fine-tuning for Table Transformers. (arXiv:2309.06526v1 [cs.LG]) 2 months, 3 weeks ago | arxiv.org
art benefits data data privacy +13
Interactive and Concentrated Differential Privacy for Bandits. (arXiv:2309.00557v1 [stat.ML]) 3 months ago | arxiv.org
critical data decision differential privacy +11
Optimizing Hierarchical Queries for the Attribution Reporting API. (arXiv:2308.13510v1 [cs.DS]) 3 months, 1 week ago | arxiv.org
algorithms api attribution conversion +10
Breaking the Communication-Privacy-Accuracy Tradeoff with $f$-Differential Privacy. (arXiv:2302.09624v2 [cs.CR] UPDATED) 3 months, 2 weeks ago | arxiv.org
accuracy analysis analytics breaking +14
Counting Distinct Elements Under Person-Level Differential Privacy. (arXiv:2308.12947v1 [cs.DS]) 3 months, 2 weeks ago | arxiv.org
contribute differential privacy may privacy +3
Optimizing Noise for $f$-Differential Privacy via Anti-Concentration and Stochastic Dominance. (arXiv:2308.08343v1 [cs.CR]) 3 months, 3 weeks ago | arxiv.org
adversary curve database differential privacy +6
Differentially Private Graph Neural Network with Importance-Grained Noise Adaption. (arXiv:2308.04943v1 [cs.LG]) 4 months ago | arxiv.org
demands differential privacy information may +12
Global Differential Privacy for Distributed Metaverse Healthcare Systems. (arXiv:2308.04439v1 [cs.CR]) 4 months ago | arxiv.org
artificial artificial intelligence clinics data +21
Flexible Differentially Private Vertical Federated Learning with Adaptive Feature Embeddings. (arXiv:2308.02362v1 [cs.CR]) 4 months ago | arxiv.org
address attacks data data privacy +14
Differentially Private Confidence Intervals for Proportions under Stratified Random Sampling. (arXiv:2301.08324v1 [stat.ME] CROSS LISTED) 4 months, 1 week ago | arxiv.org
art attention awareness computer +13
Causal Inference with Differentially Private (Clustered) Outcomes. (arXiv:2308.00957v1 [stat.ML]) 4 months, 1 week ago | arxiv.org
algorithm de-anonymization differential privacy guarantee +7
Differential Privacy for Adaptive Weight Aggregation in Federated Tumor Segmentation. (arXiv:2308.00856v1 [cs.LG]) 4 months, 1 week ago | arxiv.org
aggregation client data data integrity +13
Differentially Private Linear Regression with Linked Data. (arXiv:2308.00836v1 [stat.ME]) 4 months, 1 week ago | arxiv.org
computer computer science data demand +12
Accuracy Amplification in Differentially Private Logistic Regression: A Pre-Training Approach. (arXiv:2307.13771v1 [cs.LG]) 4 months, 1 week ago | arxiv.org
accuracy amplification datasets differential privacy +7
The importance of feature preprocessing for differentially private linear optimization. (arXiv:2307.11106v1 [cs.LG]) 4 months, 2 weeks ago | arxiv.org
algorithms differential privacy feature interest +10
Trajectory Data Collection with Local Differential Privacy. (arXiv:2307.09339v1 [cs.DB]) 4 months, 3 weeks ago | arxiv.org
applications benefits collecting collection +13
Population Expansion for Training Language Models with Private Federated Learning. (arXiv:2307.07477v1 [cs.LG]) 4 months, 3 weeks ago | arxiv.org
applications devices differential privacy distributed +11
Hiding in Plain Sight: Differential Privacy Noise Exploitation for Evasion-resilient Localized Poisoning Attacks in Multiagent … 4 months, 3 weeks ago | arxiv.org
adversarial attacks differential privacy evasion +9
Privacy-Utility Trade-offs in Neural Networks for Medical Population Graphs: Insights from Differential Privacy and Graph … 4 months, 3 weeks ago | arxiv.org
attacks auditing datasets differential privacy +15
To share or not to share: What risks would laypeople accept to give sensitive data … 4 months, 3 weeks ago | arxiv.org
accept budget community data +18
Differentially Private Statistical Inference through $\beta$-Divergence One Posterior Sampling. (arXiv:2307.05194v1 [stat.ML]) 4 months, 4 weeks ago | arxiv.org
analysis beta data differential privacy +9
Random Number Generators and Seeding for Differential Privacy. (arXiv:2307.03543v1 [cs.CR]) 5 months ago | arxiv.org
algorithms bug differential privacy important +8
Differential Privacy for Clustering Under Continual Observation. (arXiv:2307.03430v1 [cs.DS]) 5 months ago | arxiv.org
algorithm clustering deletion differential privacy +5
Vision Through the Veil: Differential Privacy in Federated Learning for Medical Image Classification. (arXiv:2306.17794v1 [cs.LG]) 5 months, 1 week ago | arxiv.org
aggregation analysis applications classification +12
Differential Privacy May Have a Potential Optimization Effect on Some Swarm Intelligence Algorithms besides Privacy-preserving. … 5 months, 1 week ago | arxiv.org
algorithm algorithms artificial artificial intelligence +12
Differentially Private Algorithms for the Stochastic Saddle Point Problem with Optimal Rates for the Strong … 5 months, 1 week ago | arxiv.org
algorithms big delta differential privacy +10
Private Covariance Approximation and Eigenvalue-Gap Bounds for Complex Gaussian Perturbations. (arXiv:2306.16648v1 [cs.DS]) 5 months, 1 week ago | arxiv.org
delta differential privacy gap matrix +4
Probing the Transition to Dataset-Level Privacy in ML Models Using an Output-Specific and Data-Resolved Privacy … 5 months, 1 week ago | arxiv.org
budget data differential privacy framework +10
DP Streaming Data Release under Correlations via Post-processing. (arXiv:2306.13293v1 [cs.DB]) 5 months, 2 weeks ago | arxiv.org
balance data differential privacy focus +10
Prior-itizing Privacy: A Bayesian Approach to Setting the Privacy Budget in Differential Privacy. (arXiv:2306.13214v1 [cs.CR]) 5 months, 2 weeks ago | arxiv.org
balance budget confidential confidentiality +7
Controlling Privacy Loss in Sampling Schemes: an Analysis of Stratified and Cluster Sampling. (arXiv:2007.12674v2 [stat.ME] … 5 months, 2 weeks ago | arxiv.org
algorithm analysis cluster design +12
Quantum Pufferfish Privacy: A Flexible Privacy Framework for Quantum Systems. (arXiv:2306.13054v1 [quant-ph]) 5 months, 2 weeks ago | arxiv.org
addresses differential privacy domain flexibility +7
PrivSketch: A Private Sketch-based Frequency Estimation Protocol for Data Streams. (arXiv:2306.12144v1 [cs.CR]) 5 months, 2 weeks ago | arxiv.org
collection data data collection data stream +16
Randomized Quantization is All You Need for Differential Privacy in Federated Learning. (arXiv:2306.11913v1 [cs.LG]) 5 months, 2 weeks ago | arxiv.org
data data privacy decentralized decentralized approach +9
Pre-Pruning and Gradient-Dropping Improve Differentially Private Image Classification. (arXiv:2306.11754v1 [cs.CV]) 5 months, 2 weeks ago | arxiv.org
accuracy algorithm challenge classification +10
Correlated-Output-Differential-Privacy and Applications to Dark Pools 5 months, 3 weeks ago | www.iacr.org
analyst applications christian dark +9

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