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Learning Theory

Learning theory

Papers

Showing 126150 of 852 papers

TitleStatusHype
Coded Computing for Resilient Distributed Computing: A Learning-Theoretic Framework0
Review and Prospect of Algebraic Research in Equivalent Framework between Statistical Mechanics and Machine Learning Theory0
Weak Robust Compatibility Between Learning Algorithms and Counterfactual Explanation Generation Algorithms0
Occam Gradient DescentCode0
Scaling Laws for the Value of Individual Data Points in Machine LearningCode0
Beyond Discrepancy: A Closer Look at the Theory of Distribution Shift0
MODL: Multilearner Online Deep LearningCode0
Unveiling the Cycloid Trajectory of EM Iterations in Mixed Linear RegressionCode0
Dual VC Dimension Obstructs Sample Compression by Embeddings0
Is Algorithmic Stability Testable? A Unified Framework under Computational Constraints0
A Contextual Online Learning Theory of Brokerage0
Learning Regularities from Data using Spiking Functions: A Theory0
Preparing for Black Swans: The Antifragility Imperative for Machine Learning0
Using Degeneracy in the Loss Landscape for Mechanistic Interpretability0
Nonparametric Control Koopman Operators0
Robust Semi-supervised Learning by Wisely Leveraging Open-set Data0
Is Transductive Learning Equivalent to PAC Learning?0
Data-Error Scaling in Machine Learning on Natural Discrete Combinatorial Mutation-prone Sets: Case Studies on Peptides and Small MoleculesCode0
Towards a Formal Creativity Theory: Preliminary results in Novelty and Transformativeness0
Position: Understanding LLMs Requires More Than Statistical GeneralizationCode0
Barren Plateaus in Variational Quantum Computing0
Error Exponent in Agnostic PAC Learning0
Research on geometric figure classification algorithm based on Deep Learning0
Data-Driven Performance Guarantees for Classical and Learned OptimizersCode0
Generalization Error Bounds for Learning under Censored Feedback0
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