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statistical learning

350 papers

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learning theory (518) sample complexity (1158) generalization bound (649) convergence rate (606) empirical risk minimization (348) information theory (489) bayesian inference (1904) hypothesis testing (254) differential privacy (1010) statistical learning theory (82)

Papers

Profile Entropy: A Fundamental Measure for the Learnability and Compressibility of Distributions NIPS 2020
The estimation error of general first order methods COLT 2020
Scaling Hidden Markov Language Models EMNLP 2020
Predicting Declension Class from Form and Meaning ACL 2020
Asymptotic Guarantees for Generative Modeling Based on the Smooth Wasserstein Distance NIPS 2020
Theoretical Insights Into Multiclass Classification: A High-dimensional Asymptotic View NIPS 2020
Phase retrieval in high dimensions: Statistical and computational phase transitions NIPS 2020
Semi-Supervised Learning: the Case When Unlabeled Data is Equally Useful UAI 2020
Improved PAC-Bayesian Bounds for Linear Regression AAAI 2020
A Statistical Learning Approach to Modal Regression JMLR 2020
Estimation Rates for Sparse Linear Cyclic Causal Models UAI 2020
Rank Aggregation from Pairwise Comparisons in the Presence of Adversarial Corruptions ICML 2020
Generalisation error in learning with random features and the hidden manifold model ICML 2020
Breaking the Curse of Many Agents: Provable Mean Embedding Q-Iteration for Mean-Field Reinforcement Learning ICML 2020
Fast Rates for General Unbounded Loss Functions: From ERM to Generalized Bayes JMLR 2020
A Swiss Army Infinitesimal Jackknife AISTATS 2019
Doubly-Competitive Distribution Estimation ICML 2019
A Robust Zero-Sum Game Framework for Pool-based Active Learning AISTATS 2019
Generalized Batch Normalization: Towards Accelerating Deep Neural Networks AAAI 2019
Partitioning Structure Learning for Segmented Linear Regression Trees NIPS 2019
Learning to Screen NIPS 2019
Precision-Recall versus Accuracy and the Role of Large Data Sets AAAI 2019
Nasal Consonant Discrimination in Infant- and Adult-Directed Speech INTERSPEECH 2019
Statistical Analysis of Nearest Neighbor Methods for Anomaly Detection NIPS 2019
Concentration Inequalities for Conditional Value at Risk ICML 2019