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Statistical Learning

4,117 papers

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Papers

Multiclass learning with margin: exponential rates with no bias-variance trade-off ICML 2022
Certifying Out-of-Domain Generalization for Blackbox Functions ICML 2022
More Than a Toy: Random Matrix Models Predict How Real-World Neural Representations Generalize ICML 2022
Delay-Adaptive Step-sizes for Asynchronous Learning ICML 2022
Last Iterate Risk Bounds of SGD with Decaying Stepsize for Overparameterized Linear Regression ICML 2022
Optimal Clustering with Noisy Queries via Multi-Armed Bandit ICML 2022
Inferring Cause and Effect in the Presence of Heteroscedastic Noise ICML 2022
On the Statistical Benefits of Curriculum Learning ICML 2022
Adversarial Attack and Defense for Non-Parametric Two-Sample Tests ICML 2022
A Theoretical Analysis on Independence-driven Importance Weighting for Covariate-shift Generalization ICML 2022
Does the Data Induce Capacity Control in Deep Learning? ICML 2022
Informed Learning by Wide Neural Networks: Convergence, Generalization and Sampling Complexity ICML 2022
Centroid Approximation for Bootstrap: Improving Particle Quality at Inference ICML 2022
Neural Tangent Kernel Empowered Federated Learning ICML 2022
Uncertainty Modeling in Generative Compressed Sensing ICML 2022
Off-Policy Fitted Q-Evaluation with Differentiable Function Approximators: Z-Estimation and Inference Theory ICML 2022
On the Utility of Prediction Sets in Human-AI Teams IJCAI 2022
Ridgeless Regression with Random Features IJCAI 2022
On the Optimization of Margin Distribution IJCAI 2022
Learning Mixtures of Random Utility Models with Features from Incomplete Preferences IJCAI 2022
Data Valuation in Machine Learning: "Ingredients", Strategies, and Open Challenges IJCAI 2022
Unifying Cosine and PLDA Back-ends for Speaker Verification INTERSPEECH 2022
Acquisition of allophonic variation in second language speech: An acoustic and articulatory study of English laterals by Japanese speakers INTERSPEECH 2022
Lexical stress in Spanish word segmentation INTERSPEECH 2022
Are reported accuracies in the clinical speech machine learning literature overoptimistic? INTERSPEECH 2022