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Learning Theory

Learning theory

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Showing 401450 of 852 papers

TitleStatusHype
Masked Spatial-Spectral Autoencoders Are Excellent Hyperspectral Defenders0
Mathematical theory of deep learning0
Max-Diversity Distributed Learning: Theory and Algorithms0
McDiarmid-Type Inequalities for Graph-Dependent Variables and Stability Bounds0
A Generalized Neural Tangent Kernel Analysis for Two-layer Neural Networks0
Mesarovician Abstract Learning Systems0
Minimal Sample Subspace Learning: Theory and Algorithms0
Minimax Rates for High-Dimensional Random Tessellation Forests0
Minimax Regret Optimization for Robust Machine Learning under Distribution Shift0
Mirror Sample Based Distribution Alignment for Unsupervised Domain Adaption0
Why Mixup Improves the Model Performance0
Model Zoo: A Growing Brain That Learns Continually0
Moderately-Balanced Representation Learning for Treatment Effects with Orthogonality Information0
Monotonic Learning in the PAC Framework: A New Perspective0
MS-DCANet: A Novel Segmentation Network For Multi-Modality COVID-19 Medical Images0
Multi-label Learning for Large Text Corpora using Latent Variable Model with Provable Gurantees0
Multimodal large language models for inclusive collaboration learning tasks0
Nearest Neighbour Based Estimates of Gradients: Sharp Nonasymptotic Bounds and Applications0
Near Optimal Memory-Regret Tradeoff for Online Learning0
Neural Hilbert Ladders: Multi-Layer Neural Networks in Function Space0
Envisioning Future Deep Learning Theories: Some Basic Concepts and Characteristics0
New Statistical and Computational Results for Learning Junta Distributions0
New Steps on the Exact Learning of CNF0
Non-Bayesian Social Learning with Uncertain Models0
Nonconvex penalties with analytical solutions for one-bit compressive sensing0
Nonparametric Control Koopman Operators0
When Is Inductive Inference Possible?0
Notes on Deep Learning Theory0
Novel Bernstein-like Concentration Inequalities for the Missing Mass0
Novel Deviation Bounds for Mixture of Independent Bernoulli Variables with Application to the Missing Mass0
Numerical and statistical analysis of NeuralODE with Runge-Kutta time integration0
Of Dice and Games: A Theory of Generalized Boosting0
Omnipredicting Single-Index Models with Multi-Index Models0
On a Chatbot Navigating a User through a Concept-Based Knowledge Model0
On aggregation for heavy-tailed classes0
A Theoretical Survey on Foundation Models0
On Communication Complexity of Classification Problems0
On Continuity of Robust and Accurate Classifiers0
On-Device Machine Learning: An Algorithms and Learning Theory Perspective0
On Empirical Risk Minimization with Dependent and Heavy-Tailed Data0
One-shot learning and behavioral eligibility traces in sequential decision making0
On establishing learning separations between classical and quantum machine learning with classical data0
On Generalization Error Bounds of Noisy Gradient Methods for Non-Convex Learning0
On kernel-based statistical learning in the mean field limit0
On Learnability under General Stochastic Processes0
On Learnability with Computable Learners0
On learning k-parities with and without noise0
Disagreement-based Active Learning in Online Settings0
Online Epsilon Net and Piercing Set for Geometric Concepts0
Online Learning: Random Averages, Combinatorial Parameters, and Learnability0
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