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Learning Theory

Learning theory

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Showing 101–125 of 852 papers

TitleStatusHype
Convergence of Statistical Estimators via Mutual Information Bounds—0
Data-Dependent Generalization Bounds for Parameterized Quantum Models Under Noise—0
An Algorithm-Centered Approach To Model Streaming Data—0
Of Dice and Games: A Theory of Generalized Boosting—0
Effective Rank and the Staircase Phenomenon: New Insights into Neural Network Training Dynamics—0
Unified Inductive Logic: From Formal Learning to Statistical Inference to Supervised Learning—0
Learned Random Label Predictions as a Neural Network Complexity Metric—0
Geometry of fibers of the multiplication map of deep linear neural networks—0
Incomplete Multi-view Multi-label Classification via a Dual-level Contrastive Learning Framework—0
Learning Hierarchical Polynomials of Multiple Nonlinear Features with Three-Layer Networks—0
Statistical inference for quantum singular models—0
Understanding Machine Learning Paradigms through the Lens of Statistical Thermodynamics: A tutorial—0
On the Sample Complexity of One Hidden Layer Networks with Equivariance, Locality and Weight Sharing—0
Omnipredicting Single-Index Models with Multi-Index Models—0
On the Comparison between Multi-modal and Single-modal Contrastive Learning—0
Representative Social Choice: From Learning Theory to AI Alignment—0
Generation through the lens of learning theory—0
A Theoretical Survey on Foundation Models—0
Agnostic Process Tomography—0
Structure of Artificial Neural Networks -- Empirical Investigations—0
Adversarial Training Can Provably Improve Robustness: Theoretical Analysis of Feature Learning Process Under Structured Data—0
Upper Bounds for Learning in Reproducing Kernel Hilbert Spaces for Non IID Samples—0
Online Epsilon Net and Piercing Set for Geometric Concepts—0
Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient—0
Efficient PAC Learning of Halfspaces with Constant Malicious Noise Rate—0
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