Statistical Learning

Factor-analytic inverse regression for high-dimension, small-sample dimensionality reduction ICML 2021 Failures of Model-dependent Generalization Bounds for Least-norm Interpolation JMLR 2021 Fair Comparison: Quantifying Variance in Results for Fine-Grained Visual Categorization WACV 2021 False Discovery Rates in Biological Networks AISTATS 2021 Fast Rates for Structured Prediction COLT 2021 Finding Concept-specific Biases in Form–Meaning Associations NAACL 2021 Fine-grained Generalization Analysis of Inductive Matrix Completion NeurIPS 2021 Fine-grained Generalization Analysis of Structured Output Prediction IJCAI 2021 Finite-sample Analysis of Interpolating Linear Classifiers in the Overparameterized Regime JMLR 2021 Foreseeing the Benefits of Incidental Supervision EMNLP 2021 Forster Decomposition and Learning Halfspaces with Noise NeurIPS 2021 Functions with average smoothness: structure, algorithms, and learning COLT 2021 Fundamental Limits of Ridge-Regularized Empirical Risk Minimization in High Dimensions AISTATS 2021 Gaussian Approximation for Bias Reduction in Q-Learning JMLR 2021 Generalization Bounds for Stochastic Saddle Point Problems AISTATS 2021 Generalization Bounds in the Presence of Outliers: a Median-of-Means Study ICML 2021 Generalization Error Rates in Kernel Regression: The Crossover from the Noiseless to Noisy Regime NeurIPS 2021 Generalization Guarantee of SGD for Pairwise Learning NeurIPS 2021 Generalization Performance of Multi-pass Stochastic Gradient Descent with Convex Loss Functions JMLR 2021 Generalizing Complex Hypotheses on Product Distributions: Auctions, Prophet Inequalities, and Pandora’s Problem COLT 2021 Glottal Stops in Upper Sorbian: A Data-Driven Approach Interspeech 2021 Good Classifiers are Abundant in the Interpolating Regime AISTATS 2021 Goodness-of-Fit Test for Mismatched Self-Exciting Processes AISTATS 2021 Grounding Representation Similarity Through Statistical Testing NeurIPS 2021 Group testing and local search: is there a computational-statistical gap? COLT 2021