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Learning Theory

Learning theory

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Showing 276–300 of 852 papers

TitleStatusHype
On the Sample Complexity of Imitation Learning for Smoothed Model Predictive Control—0
Improving Energy Conserving Descent for Machine Learning: Theory and PracticeCode0
Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability—0
Benign Overfitting in Deep Neural Networks under Lazy Training—0
Embedding Inequalities for Barron-type Spaces—0
Improving Generalization of Complex Models under Unbounded Loss Using PAC-Bayes Bounds—0
How many samples are needed to leverage smoothness?—0
Data-driven Mixed Integer Optimization through Probabilistic Multi-variable Branching—0
Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient Descent—0
How Spurious Features Are Memorized: Precise Analysis for Random and NTK FeaturesCode0
Supervised learning with probabilistic morphisms and kernel mean embeddings—0
Learnability with Time-Sharing Computational Resource Concerns—0
The ART of Transfer Learning: An Adaptive and Robust Pipeline—0
Optimal PAC Bounds Without Uniform Convergence—0
Challenges of learning multi-scale dynamics with AI weather models: Implications for stability and one solutionCode0
Depth Separation with Multilayer Mean-Field Networks—0
Bayesian Free Energy of Deep ReLU Neural Network in Overparametrized Cases—0
Type-II Saddles and Probabilistic Stability of Stochastic Gradient Descent—0
Uniform Risk Bounds for Learning with Dependent Data Sequences—0
Lower Generalization Bounds for GD and SGD in Smooth Stochastic Convex Optimization—0
Distribution-free Deviation Bounds and The Role of Domain Knowledge in Learning via Model Selection with Cross-validation Risk Estimation—0
ERUDITE: Human-in-the-Loop IoT for an Adaptive Personalized Learning System—0
Margin theory for the scenario-based approach to robust optimization in high dimension—0
Near Optimal Memory-Regret Tradeoff for Online Learning—0
Learning curves for deep structured Gaussian feature models—0
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