Statistical Learning

Understanding the Effect of Voice Quality and Accent on Talker Similarity Interspeech 2020 Understanding the Limitations of Variational Mutual Information Estimators ICLR 2020 Uniform Convergence of Rank-weighted Learning ICML 2020 Unraveling Meta-Learning: Understanding Feature Representations for Few-Shot Tasks ICML 2020 Validation of Approximate Likelihood and Emulator Models for Computationally Intensive Simulations AISTATS 2020 Variation in Spectral Slope and Interharmonic Noise in Cantonese Tones Interspeech 2020 What Neural Networks Memorize and Why: Discovering the Long Tail via Influence Estimation NeurIPS 2020 When Do Neural Networks Outperform Kernel Methods? NeurIPS 2020 With Little Power Comes Great Responsibility EMNLP 2020 Worst-Case Analysis for Randomly Collected Data NeurIPS 2020 A Calibration Metric for Risk Scores with Survival Data MLHC 2019 Achieving the Bayes Error Rate in Stochastic Block Model by SDP, Robustly COLT 2019 A comparison of statistical association measures for identifying dependency-based collocations in various languages. ACL 2019 Active Multi-Information Source Bayesian Quadrature UAI 2019 Adaptive Monte Carlo Multiple Testing via Multi-Armed Bandits ICML 2019 ADDIS: an adaptive discarding algorithm for online FDR control with conservative nulls NeurIPS 2019 A Debiased MDI Feature Importance Measure for Random Forests NeurIPS 2019 A Family of Exact Goodness-of-Fit Tests for High-Dimensional Discrete Distributions AISTATS 2019 Affine Invariant Covariance Estimation for Heavy-Tailed Distributions COLT 2019 A General Framework for Symmetric Property Estimation NeurIPS 2019 A Higher-Order Kolmogorov-Smirnov Test AISTATS 2019 A large-scale study of the effects of word frequency and predictability in naturalistic reading NAACL 2019 Algorithmic Analysis and Statistical Estimation of SLOPE via Approximate Message Passing NeurIPS 2019 A maximum-mean-discrepancy goodness-of-fit test for censored data AISTATS 2019 A Meta-Analysis of Overfitting in Machine Learning NeurIPS 2019