conftrace_

privacy budget

27 papers

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Co-occurring keywords

differential privacy (1016) privacy protection (162) privacy accounting (12) utility optimization (25) privacy-preserving machine learning (100) membership inference attack (93) large language model (13587) dataset distillation (79) gradient clipping (54) exponential mechanism (30)

Papers

PrivSV: Differentially Private Steering Vector for Large Language Models AAAI 2026
DP-GenG: Differentially Private Dataset Distillation Guided by DP-Generated Data AAAI 2026
VAGUE‐Gate: Plug‐and‐Play Local‐Privacy Shield for Retrieval‐Augmented Generation AACL 2025
Dyn-D^2P: Dynamic Differentially Private Decentralized Learning with Provable Utility Guarantee IJCAI 2025
Improving Noise Efficiency in Privacy-preserving Dataset Distillation ICCV 2025
Prior-itizing Privacy: A Bayesian Approach to Setting the Privacy Budget in Differential Privacy NIPS 2024
Differentially Private Video Activity Recognition WACV 2024
Wasserstein Differential Privacy AAAI 2024
In-distribution Public Data Synthesis with Diffusion Models for Differentially Private Image Classification CVPR 2024
To Share or Not to Share: What Risks Would Laypeople Accept to Give Sensitive Data to Differentially-Private NLP Systems? COLING 2024
Responsible Bandit Learning via Privacy-Protected Mean-Volatility Utility AAAI 2024
Bayesian Estimation of Differential Privacy ICML 2023
Algorithms for bounding contribution for histogram estimation under user-level privacy ICML 2023
Have it your way: Individualized Privacy Assignment for DP-SGD NIPS 2023
Private Image Generation With Dual-Purpose Auxiliary Classifier CVPR 2023
TAN Without a Burn: Scaling Laws of DP-SGD ICML 2023
On the Complexity of Differentially Private Best-Arm Identification with Fixed Confidence NIPS 2023
Differentially Private Community Detection for Stochastic Block Models ICML 2022
Individual Privacy Accounting via a Rényi Filter NIPS 2021
Revisiting Model-Agnostic Private Learning: Faster Rates and Active Learning JMLR 2021
Privacy Budget Scheduling OSDI 2021
Learning Model-Based Privacy Protection under Budget Constraints AAAI 2021
Differentially Private Quantiles ICML 2021
Exact Privacy Guarantees for Markov Chain Implementations of the Exponential Mechanism with Artificial Atoms NIPS 2021
Privacy-Preserving Gradient Boosting Decision Trees AAAI 2020