statistical inference

Adversarially Robust Estimate and Risk Analysis in Linear Regression AISTATS 2021 A Hybrid Approximation to the Marginal Likelihood AISTATS 2021 Bootstrapping Fitted Q-Evaluation for Off-Policy Inference ICML 2021 CONTRA: Contrarian statistics for controlled variable selection AISTATS 2021 Dynamic Analysis of Higher-Order Coordination in Neuronal Assemblies via De-Sparsified Orthogonal Matching Pursuit NeurIPS 2021 Inference for the Case Probability in High-dimensional Logistic Regression JMLR 2021 Inference In High-dimensional Single-Index Models Under Symmetric Designs JMLR 2021 More Powerful and General Selective Inference for Stepwise Feature Selection using Homotopy Method ICML 2021 One-Round Communication Efficient Distributed M-Estimation AISTATS 2021 On Estimation in Latent Variable Models ICML 2021 Parametric Programming Approach for More Powerful and General Lasso Selective Inference AISTATS 2021 SLOE: A Faster Method for Statistical Inference in High-Dimensional Logistic Regression NeurIPS 2021 Sparse Deep Learning: A New Framework Immune to Local Traps and Miscalibration NeurIPS 2021 The Heads Hypothesis: A Unifying Statistical Approach Towards Understanding Multi-Headed Attention in BERT AAAI 2021 Tractable computation of expected kernels UAI 2021 Aggregation of Multiple Knockoffs ICML 2020 An Expectation Maximisation Algorithm for Automated Cognate Detection CoNLL 2020 Auditing ML Models for Individual Bias and Unfairness AISTATS 2020 Breaking the Curse of Nonregularity with Subagging --- Inference of the Mean Outcome under Optimal Treatment Regimes JMLR 2020 Computational and Statistical Tradeoffs in Inferring Combinatorial Structures of Ising Model ICML 2020 Computing Valid p-value for Optimal Changepoint by Selective Inference using Dynamic Programming NeurIPS 2020 Convex and Non-Convex Approaches for Statistical Inference with Class-Conditional Noisy Labels JMLR 2020 Efficient nonparametric statistical inference on population feature importance using Shapley values ICML 2020 Flexible Prior Elicitation via the Prior Predictive Distribution UAI 2020 Imputation estimators for unnormalized models with missing data AISTATS 2020