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Learning Theory

Learning theory

Papers

Showing 76100 of 852 papers

TitleStatusHype
Deep Learning without Poor Local MinimaCode0
Learning invariant representations of time-homogeneous stochastic dynamical systemsCode0
Efficient Training for Positive Unlabeled LearningCode0
Deep Learning is Singular, and That's GoodCode0
Deep Learning in Random Neural Fields: Numerical Experiments via Neural Tangent KernelCode0
Deep Learning Theory Review: An Optimal Control and Dynamical Systems PerspectiveCode0
A Principle of Least Action for the Training of Neural NetworksCode0
Adaptive hybrid activation function for deep neural networksCode0
Generalization Bounds with Data-dependent Fractal DimensionsCode0
Geostatistical Learning: Challenges and OpportunitiesCode0
Data-Error Scaling in Machine Learning on Natural Discrete Combinatorial Mutation-prone Sets: Case Studies on Peptides and Small MoleculesCode0
Deep Active Learning with Augmentation-based Consistency EstimationCode0
Deep Learning with CNNs: A Compact Holistic Tutorial with Focus on Supervised Regression (Preprint)Code0
End-to-end guarantees for indirect data-driven control of bilinear systems with finite stochastic dataCode0
Improving Generalization of Deep Networks for Inverse Reconstruction of Image SequencesCode0
Comparing Text Representations: A Theory-Driven ApproachCode0
A Strategic Framework for Optimal Decisions in Football 1-vs-1 Shot-Taking Situations: An Integrated Approach of Machine Learning, Theory-Based Modeling, and Game TheoryCode0
Causal-StoNet: Causal Inference for High-Dimensional Complex DataCode0
Investigating Generalization by Controlling Normalized MarginCode0
Consistent Sparse Deep Learning: Theory and ComputationCode0
Causal RegularizationCode0
Continuous vs. Discrete Optimization of Deep Neural NetworksCode0
Learning CHARME models with neural networksCode0
Learning curves for the multi-class teacher-student perceptronCode0
Bayesian Inference for Consistent Predictions in Overparameterized Nonlinear RegressionCode0
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