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Statistical Learning

4,076 papers

Papers per year

Papers

Information-Theoretic Understanding of Population Risk Improvement with Model Compression AAAI 2020
Generalization Error Bounds of Gradient Descent for Learning Over-Parameterized Deep ReLU Networks AAAI 2020
Meta-Learning PAC-Bayes Priors in Model Averaging AAAI 2020
Solving General Elliptical Mixture Models through an Approximate Wasserstein Manifold AAAI 2020
Random Intersection Graphs and Missing Data AAAI 2020
Sequential Mode Estimation with Oracle Queries AAAI 2020
Estimating Stochastic Linear Combination of Non-Linear Regressions AAAI 2020
Less Is Better: Unweighted Data Subsampling via Influence Function AAAI 2020
Local Regularizer Improves Generalization AAAI 2020
A New Framework for Online Testing of Heterogeneous Treatment Effect AAAI 2020
Multi-Hypothesis Machine Translation Evaluation ACL 2020
Showing Your Work Doesn’t Always Work ACL 2020
Is Your Classifier Actually Biased? Measuring Fairness under Uncertainty with Bernstein Bounds ACL 2020
Examining Citations of Natural Language Processing Literature ACL 2020
Text and Causal Inference: A Review of Using Text to Remove Confounding from Causal Estimates ACL 2020
Not All Claims are Created Equal: Choosing the Right Statistical Approach to Assess Hypotheses ACL 2020
Predicting the Growth of Morphological Families from Social and Linguistic Factors ACL 2020
Temporally-Informed Analysis of Named Entity Recognition ACL 2020
On Forgetting to Cite Older Papers: An Analysis of the ACL Anthology ACL 2020
Experimental Evaluation and Development of a Silver-Standard for the MIMIC-III Clinical Coding Dataset ACL 2020
Lexicalization of Probabilistic Linear Context-free Rewriting Systems ACL 2020
Stretching the Effectiveness of MLE from Accuracy to Bias for Pairwise Comparisons AISTATS 2020
Improving Maximum Likelihood Training for Text Generation with Density Ratio Estimation AISTATS 2020
Learning Fair Representations for Kernel Models AISTATS 2020
Minimax Testing of Identity to a Reference Ergodic Markov Chain AISTATS 2020