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Statistical Learning

4,117 papers

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Papers

On Differentially Private Stochastic Convex Optimization with Heavy-tailed Data ICML 2020
Breaking the Curse of Many Agents: Provable Mean Embedding Q-Iteration for Mean-Field Reinforcement Learning ICML 2020
Efficient nonparametric statistical inference on population feature importance using Shapley values ICML 2020
Is Local SGD Better than Minibatch SGD? ICML 2020
DeltaGrad: Rapid retraining of machine learning models ICML 2020
A Flexible Framework for Nonparametric Graphical Modeling that Accommodates Machine Learning ICML 2020
Rethinking Bias-Variance Trade-off for Generalization of Neural Networks ICML 2020
Learning Near Optimal Policies with Low Inherent Bellman Error ICML 2020
Spread Divergence ICML 2020
Nonparametric Score Estimators ICML 2020
Hybrid Stochastic-Deterministic Minibatch Proximal Gradient: Less-Than-Single-Pass Optimization with Nearly Optimal Generalization ICML 2020
Belief Merging Operators as Maximum Likelihood Estimators IJCAI 2020
Decorrelated Clustering with Data Selection Bias IJCAI 2020
Learning with Labeled and Unlabeled Multi-Step Transition Data for Recovering Markov Chain from Incomplete Transition Data IJCAI 2020
The Importance of the Test Set Size in Quantification Assessment IJCAI 2020
Optimality, Accuracy, and Efficiency of an Exact Functional Test IJCAI 2020
SVRG for Policy Evaluation with Fewer Gradient Evaluations IJCAI 2020
Quadratic Sparse Gaussian Graphical Model Estimation Method for Massive Variables IJCAI 2020
A Complete Characterization of Projectivity for Statistical Relational Models IJCAI 2020
Statistical Learning with a Nuisance Component (Extended Abstract) IJCAI 2020
Algorithms for Estimating the Partition Function of Restricted Boltzmann Machines (Extended Abstract) IJCAI 2020
Understanding the Effect of Voice Quality and Accent on Talker Similarity INTERSPEECH 2020
Uncertainty-Aware Machine Support for Paper Reviewing on the Interspeech 2019 Submission Corpus INTERSPEECH 2020
The MSP-Conversation Corpus INTERSPEECH 2020
Are Germans Better Haters Than Danes? Language-Specific Implicit Prosodies of Types of Hate Speech and How They Relate to Perceived Severity and Societal Rules INTERSPEECH 2020