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Learning Theory

Learning theory

Papers

Showing 5175 of 852 papers

TitleStatusHype
Learning curves for the multi-class teacher-student perceptronCode0
Estimating the Local Learning Coefficient at ScaleCode0
A Brain-inspired Algorithm for Training Highly Sparse Neural NetworksCode0
Improving Generalization of Deep Networks for Inverse Reconstruction of Image SequencesCode0
Efficient Training for Positive Unlabeled LearningCode0
An Analytic Framework for Robust Training of Artificial Neural NetworksCode0
Is Deeper Better only when Shallow is Good?Code0
Kernel Smoothing, Mean Shift, and Their Learning Theory with Directional DataCode0
Double descent in quantum machine learningCode0
Learning an Explicit Hyperparameter Prediction Function Conditioned on TasksCode0
End-to-end guarantees for indirect data-driven control of bilinear systems with finite stochastic dataCode0
A Neural Model for Regular Grammar InductionCode0
Learning invariant representations of time-homogeneous stochastic dynamical systemsCode0
Adaptive hybrid activation function for deep neural networksCode0
Deep Learning with CNNs: A Compact Holistic Tutorial with Focus on Supervised Regression (Preprint)Code0
Deep Learning Theory Review: An Optimal Control and Dynamical Systems PerspectiveCode0
Deep Learning without Poor Local MinimaCode0
Deep Active Learning with Augmentation-based Consistency EstimationCode0
Consistent Sparse Deep Learning: Theory and ComputationCode0
Data-Driven Performance Guarantees for Classical and Learned OptimizersCode0
Causal-StoNet: Causal Inference for High-Dimensional Complex DataCode0
Causal RegularizationCode0
Comparing Text Representations: A Theory-Driven ApproachCode0
Continuous vs. Discrete Optimization of Deep Neural NetworksCode0
Data-Error Scaling in Machine Learning on Natural Discrete Combinatorial Mutation-prone Sets: Case Studies on Peptides and Small MoleculesCode0
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