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distribution estimation

71 papers

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Co-occurring keywords

sample complexity (1169) differential privacy (1016) local differential privacy (73) statistical estimation (108) statistical learning (351) property estimation (6) profile maximum likelihood (7) discrete distribution (49) local privacy (26) entropy estimation (49)

Papers

Learning to Attack Federated Learning: A Model-based Reinforcement Learning Attack Framework NIPS 2022
Structural Agnostic Modeling: Adversarial Learning of Causal Graphs JMLR 2022
Local Differential Privacy for Belief Functions AAAI 2022
Anonymized Histograms in Intermediate Privacy Models NIPS 2022
Adaptive Sampling for Estimating Distributions: A Bayesian Upper Confidence Bound Approach L4DC 2021
Differentially Private Assouad, Fano, and Le Cam ALT 2021
On the High Accuracy Limitation of Adaptive Property Estimation AISTATS 2021
Robust hypothesis testing and distribution estimation in Hellinger distance AISTATS 2021
Robust Testing and Estimation under Manipulation Attacks ICML 2021
Sample Elicitation AISTATS 2021
Pointwise Bounds for Distribution Estimation under Communication Constraints NIPS 2021
Locally Differentially-Private Randomized Response for Discrete Distribution Learning JMLR 2021
Bessel Smoothing and Multi-Distribution Property Estimation COLT 2020
A General Method for Robust Learning from Batches NIPS 2020
SURF: A Simple, Universal, Robust, Fast Distribution Learning Algorithm NIPS 2020
Locally Private Hypothesis Selection COLT 2020
Context Aware Local Differential Privacy ICML 2020
Learning discrete distributions with infinite support NIPS 2020
Profile Entropy: A Fundamental Measure for the Learnability and Compressibility of Distributions NIPS 2020
Instance Based Approximations to Profile Maximum Likelihood NIPS 2020
Task Agnostic Robust Learning on Corrupt Outputs by Correlation-Guided Mixture Density Networks CVPR 2020
Unified Sample-Optimal Property Estimation in Near-Linear Time NIPS 2019
Linear Queries Estimation with Local Differential Privacy AISTATS 2019
Communication Complexity in Locally Private Distribution Estimation and Heavy Hitters ICML 2019
Doubly-Competitive Distribution Estimation ICML 2019