conftrace_

renyi divergence

27 papers

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Co-occurring keywords

differential privacy (1016) mutual information (724) kullback-leibler divergence (181) variational inference (2069) statistical learning (351) nonparametric estimation (98) divergence estimation (8) concentration inequality (81) disentangled representation (521) privacy budget (27)

Papers

Risk-sensitive control as inference with Rényi divergence NIPS 2024
Lower Bounds on the Bayesian Risk via Information Measures JMLR 2024
Private Prediction Strikes Back! Private Kernelized Nearest Neighbors with Individual Rényi Filter UAI 2023
Analyzing Privacy Leakage in Machine Learning via Multiple Hypothesis Testing: A Lesson From Fano ICML 2023
On the Theoretical Equivalence of Several Trade-Off Curves Assessing Statistical Proximity JMLR 2023
Resolving the Mixing Time of the Langevin Algorithm to its Stationary Distribution for Log-Concave Sampling COLT 2023
Fast Relative Entropy Coding with A* coding ICML 2022
Convergence of Langevin Monte Carlo in Chi-Squared and Rényi Divergence AISTATS 2022
A Novel Estimator of Mutual Information for Learning to Disentangle Textual Representations ACL 2021
Privacy Budget Scheduling OSDI 2021
Location Trace Privacy Under Conditional Priors AISTATS 2021
Individual Privacy Accounting via a Rényi Filter NIPS 2021
A Discriminative Technique for Multiple-Source Adaptation ICML 2021
A Novel Estimator of Mutual Information for Learning to Disentangle Textual Representations IJCNLP 2021
Differential Privacy Dynamics of Langevin Diffusion and Noisy Gradient Descent NIPS 2021
Precision-Recall Curves Using Information Divergence Frontiers AISTATS 2020
Hypothesis Testing Interpretations and Renyi Differential Privacy AISTATS 2020
Faster Differentially Private Samplers via Rényi Divergence Analysis of Discretized Langevin MCMC NIPS 2020
PAC-Bayes Learning Bounds for Sample-Dependent Priors NIPS 2020
Consistent recovery threshold of hidden nearest neighbor graphs COLT 2020
Rapid Convergence of the Unadjusted Langevin Algorithm: Isoperimetry Suffices NIPS 2019
Generalized Exponential Concentration Inequality for Renyi Divergence Estimation ICML 2014
Nonparametric Estimation of Renyi Divergence and Friends ICML 2014
Exponential Concentration of a Density Functional Estimator NIPS 2014
On the Estimation of $\alpha$-Divergences AISTATS 2011