Statistics

Communication-Constrained Distributed Quantile Regression with Optimal Statistical Guarantees JMLR 2022 Comparing Distributions by Measuring Differences that Affect Decision Making ICLR 2022 Conceptualizing Treatment Leakage in Text-based Causal Inference NAACL 2022 Convergence Rates for Gaussian Mixtures of Experts JMLR 2022 Differentially Private Approximate Quantiles ICML 2022 Distributed Bootstrap for Simultaneous Inference Under High Dimensionality JMLR 2022 Does Summary Evaluation Survive Translation to Other Languages? NAACL 2022 Does the Data Induce Capacity Control in Deep Learning? ICML 2022 Efficient Aggregated Kernel Tests using Incomplete U-statistics NeurIPS 2022 Efficient and passive learning of networked dynamical systems driven by non-white exogenous inputs AISTATS 2022 Estimating Density Models with Truncation Boundaries using Score Matching JMLR 2022 Estimating Functionals of the Out-of-Sample Error Distribution in High-Dimensional Ridge Regression AISTATS 2022 Exact Paired-Permutation Testing for Structured Test Statistics NAACL 2022 Experimental Design for Linear Functionals in Reproducing Kernel Hilbert Spaces NeurIPS 2022 Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity EMNLP 2022 Falsification before Extrapolation in Causal Effect Estimation NeurIPS 2022 Fast and Robust Online Inference with Stochastic Gradient Descent via Random Scaling AAAI 2022 Feature screening with kernel knockoffs AISTATS 2022 Finite-Sample Maximum Likelihood Estimation of Location NeurIPS 2022 Game Balancing in Dominion: An Approach to Identifying Problematic Game Elements AAAI 2022 GlobEnc: Quantifying Global Token Attribution by Incorporating the Whole Encoder Layer in Transformers NAACL 2022 IMPARA: Impact-Based Metric for GEC Using Parallel Data COLING 2022 Inferring Cause and Effect in the Presence of Heteroscedastic Noise ICML 2022 Informed Learning by Wide Neural Networks: Convergence, Generalization and Sampling Complexity ICML 2022 Inter-annotator agreement is not the ceiling of machine learning performance: Evidence from a comprehensive set of simulations ACL 2022