Statistical Learning

Chaining Meets Chain Rule: Multilevel Entropic Regularization and Training of Neural Networks JMLR 2020 Classification with Valid and Adaptive Coverage NeurIPS 2020 CoinDICE: Off-Policy Confidence Interval Estimation NeurIPS 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 Computing Valid P-Values for Image Segmentation by Selective Inference CVPR 2020 Concentration bounds for CVaR estimation: The cases of light-tailed and heavy-tailed distributions ICML 2020 Conditional Linear Regression AISTATS 2020 Confidence sequences for sampling without replacement NeurIPS 2020 Confounding-Robust Policy Evaluation in Infinite-Horizon Reinforcement Learning NeurIPS 2020 Consistent Estimation of Identifiable Nonparametric Mixture Models from Grouped Observations NeurIPS 2020 Consistent Plug-in Classifiers for Complex Objectives and Constraints NeurIPS 2020 Consistent recovery threshold of hidden nearest neighbor graphs COLT 2020 Consistent Structured Prediction with Max-Min Margin Markov Networks ICML 2020 Contextual Online False Discovery Rate Control AISTATS 2020 Controlling Overestimation Bias with Truncated Mixture of Continuous Distributional Quantile Critics ICML 2020 Convergence Rates of Smooth Message Passing with Rounding in Entropy-Regularized MAP Inference AISTATS 2020 Convergence Rates of Variational Inference in Sparse Deep Learning ICML 2020 Convex and Non-Convex Approaches for Statistical Inference with Class-Conditional Noisy Labels JMLR 2020 Cross-validation Confidence Intervals for Test Error NeurIPS 2020 Data Amplification: Instance-Optimal Property Estimation ICML 2020 Data-driven modeling of a flapping bat robot with a single flexible wing surface RSS 2020 Data preprocessing to mitigate bias: A maximum entropy based approach ICML 2020 Decorrelated Clustering with Data Selection Bias IJCAI 2020 Deep Reservoir Computing Meets 5G MIMO-OFDM Systems in Symbol Detection AAAI 2020