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Learning Theory

Learning theory

Papers

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Showing 776–800 of 852 papers

TitleStatusHype
On Optimal Interpolation In Linear RegressionCode0
Unveiling the Cycloid Trajectory of EM Iterations in Mixed Linear RegressionCode0
Continuous vs. Discrete Optimization of Deep Neural NetworksCode0
Robust Learning from Untrusted SourcesCode0
Minimax Kernel Machine Learning for a Class of Doubly Robust Functionals with Application to Proximal Causal InferenceCode0
Solving PDEs on Unknown Manifolds with Machine LearningCode0
SPADE: Sparsity-Guided Debugging for Deep Neural NetworksCode0
Efficient Training for Positive Unlabeled LearningCode0
Consistent Sparse Deep Learning: Theory and ComputationCode0
Robust Optimization using Machine Learning for Uncertainty SetsCode0
Homophily modulates double descent generalization in graph convolution networksCode0
End-to-end guarantees for indirect data-driven control of bilinear systems with finite stochastic dataCode0
Modeling Non-Cooperative Dialogue: Theoretical and Empirical InsightsCode0
Deep Learning in Random Neural Fields: Numerical Experiments via Neural Tangent KernelCode0
Stealing Machine Learning Models via Prediction APIsCode0
On the Diminishing Returns of Width for Continual LearningCode0
MODL: Multilearner Online Deep LearningCode0
Proof-of-Learning is Currently More Broken Than You ThinkCode0
Stochastic Gradient Flow Dynamics of Test Risk and its Exact Solution for Weak FeaturesCode0
Straggler-Resilient Personalized Federated LearningCode0
Improved learning theory for kernel distribution regression with two-stage samplingCode0
Estimating the Local Learning Coefficient at ScaleCode0
Improving Energy Conserving Descent for Machine Learning: Theory and PracticeCode0
Improving Generalization of Deep Networks for Inverse Reconstruction of Image SequencesCode0
Sampling-based Nyström Approximation and Kernel QuadratureCode0
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