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Statistical Learning

4076 directly classified papers

Papers per year

Papers

Unifying Cosine and PLDA Back-ends for Speaker Verification INTERSPEECH 2022
Are reported accuracies in the clinical speech machine learning literature overoptimistic? INTERSPEECH 2022
Learning Mixtures of Linear Dynamical Systems ICML 2022
DNA: Domain Generalization with Diversified Neural Averaging ICML 2022
Framework for Evaluating Faithfulness of Local Explanations ICML 2022
Streaming Algorithms for High-Dimensional Robust Statistics ICML 2022
Fast rates for noisy interpolation require rethinking the effect of inductive bias ICML 2022
Investigating Generalization by Controlling Normalized Margin ICML 2022
Label Ranking through Nonparametric Regression ICML 2022
Achieving Minimax Rates in Pool-Based Batch Active Learning ICML 2022
Robust Kernel Density Estimation with Median-of-Means principle ICML 2022
Online Learning and Pricing with Reusable Resources: Linear Bandits with Sub-Exponential Rewards ICML 2022
A Statistical Manifold Framework for Point Cloud Data ICML 2022
Statistical inference with implicit SGD: proximal Robbins-Monro vs. Polyak-Ruppert ICML 2022
Least Squares Estimation using Sketched Data with Heteroskedastic Errors ICML 2022
On the Finite-Time Performance of the Knowledge Gradient Algorithm ICML 2022
Generalization Guarantee of Training Graph Convolutional Networks with Graph Topology Sampling ICML 2022
Rethinking Fano’s Inequality in Ensemble Learning ICML 2022
On Learning Mixture of Linear Regressions in the Non-Realizable Setting ICML 2022
A new similarity measure for covariate shift with applications to nonparametric regression ICML 2022
Exploiting Independent Instruments: Identification and Distribution Generalization ICML 2022
LSB: Local Self-Balancing MCMC in Discrete Spaces ICML 2022
Intriguing Properties of Input-Dependent Randomized Smoothing ICML 2022
Improved Convergence Rates for Sparse Approximation Methods in Kernel-Based Learning ICML 2022
Bregman Power k-Means for Clustering Exponential Family Data ICML 2022