Statistical Learning

Statistical Undecidability in Linear, Non-Gaussian Causal Models in the Presence of Latent Confounders NeurIPS 2021 Sub-Seasonal Climate Forecasting via Machine Learning: Challenges, Analysis, and Advances AAAI 2021 SUPERB: Speech Processing Universal PERformance Benchmark Interspeech 2021 SURPRISE! and When to Schedule It. IJCAI 2021 SWEAT: Scoring Polarization of Topics across Different Corpora EMNLP 2021 Taming heavy-tailed features by shrinkage AISTATS 2021 Task-Driven Out-of-Distribution Detection with Statistical Guarantees for Robot Learning CoRL 2021 Task-Optimal Exploration in Linear Dynamical Systems ICML 2021 Testing Conditional Independence via Quantile Regression Based Partial Copulas JMLR 2021 Testing Product Distributions: A Closer Look ALT 2021 The Adaptive Doubly Robust Estimator and a Paradox Concerning Logging Policy NeurIPS 2021 The Benefits of Implicit Regularization from SGD in Least Squares Problems NeurIPS 2021 The Bethe and Sinkhorn Permanents of Low Rank Matrices and Implications for Profile Maximum Likelihood COLT 2021 The Blessings of Unlabeled Background in Untrimmed Videos CVPR 2021 The Causal Learning of Retail Delinquency AAAI 2021 The Heads Hypothesis: A Unifying Statistical Approach Towards Understanding Multi-Headed Attention in BERT AAAI 2021 The Heterogeneity Hypothesis: Finding Layer-Wise Differentiated Network Architectures CVPR 2021 The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization ICCV 2021 The Optimality of Polynomial Regression for Agnostic Learning under Gaussian Marginals in the SQ Model COLT 2021 The Power of Log-Sum-Exp: Sequential Density Ratio Matrix Estimation for Speed-Accuracy Optimization ICML 2021 The Sample Complexity of Level Set Approximation AISTATS 2021 The Sample Complexity of Robust Covariance Testing COLT 2021 The statistical advantage of automatic NLG metrics at the system level ACL 2021 The structure of online social networks modulates the rate of lexical change NAACL 2021 The Unexpected Deterministic and Universal Behavior of Large Softmax Classifiers AISTATS 2021