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Statistical Learning

4,117 papers

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Papers

Locally Differentially-Private Randomized Response for Discrete Distribution Learning JMLR 2021
Toward Nearly-Zero-Error Sketching via Compressive Sensing NSDI 2021
SWEAT: Scoring Polarization of Topics across Different Corpora EMNLP 2021
Consistency and Finite Sample Behavior of Binary Class Probability Estimation AAAI 2021
An Axiomatic Theory of Provably-Fair Welfare-Centric Machine Learning NIPS 2021
Causal Inference with Selectively Deconfounded Data AISTATS 2021
Deeply-Debiased Off-Policy Interval Estimation ICML 2021
Learning Gaussian Mixtures with Generalized Linear Models: Precise Asymptotics in High-dimensions NIPS 2021
Functions with average smoothness: structure, algorithms, and learning COLT 2021
Can we globally optimize cross-validation loss? Quasiconvexity in ridge regression NIPS 2021
Fair Comparison: Quantifying Variance in Results for Fine-Grained Visual Categorization WACV 2021
Defense-Friendly Images in Adversarial Attacks: Dataset and Metrics for Perturbation Difficulty WACV 2021
Query complexity of least absolute deviation regression via robust uniform convergence COLT 2021
Loss function based second-order Jensen inequality and its application to particle variational inference NIPS 2021
Risk Bounds and Rademacher Complexity in Batch Reinforcement Learning ICML 2021
Distribution-free inference for regression: discrete, continuous, and in between NIPS 2021
On the Inherent Regularization Effects of Noise Injection During Training ICML 2021
Iterative regularization for convex regularizers AISTATS 2021
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization ICCV 2021
T-SCI: A Two-Stage Conformal Inference Algorithm with Guaranteed Coverage for Cox-MLP ICML 2021
On Uninformative Optimal Policies in Adaptive LQR with Unknown B-Matrix L4DC 2021
Online false discovery rate control for anomaly detection in time series NIPS 2021
Compressed Maximum Likelihood ICML 2021
Rao-Blackwellised parallel MCMC AISTATS 2021
The Sample Complexity of Robust Covariance Testing COLT 2021