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Learning Theory

Learning theory

Papers

Showing 326350 of 852 papers

TitleStatusHype
Grokking phase transitions in learning local rules with gradient descent0
Compression based bound for non-compressed network: unified generalization error analysis of large compressible deep neural network0
Hardness of Learning Fixed Parities with Neural Networks0
Generalized Label Shift Correction via Minimum Uncertainty Principle: Theory and Algorithm0
Generalization Properties of NAS under Activation and Skip Connection Search0
A PAC Approach to Application-Specific Algorithm Selection0
Hierarchical robust aggregation of sales forecasts at aggregated levels in e-commerce, based on exponential smoothing and Holt's linear trend method0
Hierarchical sparse Bayesian learning: theory and application for inferring structural damage from incomplete modal data0
Statistical Inference for Linear Functionals of Online SGD in High-dimensional Linear Regression0
Generalization Properties of hyper-RKHS and its Applications0
Generalization In Multi-Objective Machine Learning0
Huber Additive Models for Non-stationary Time Series Analysis0
Human Active Learning0
Comparative Learning: A Sample Complexity Theory for Two Hypothesis Classes0
Generalization Error Bounds Via Rényi-, f-Divergences and Maximal Leakage0
Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability0
I Do Not Understand What I Cannot Define: Automatic Question Generation With Pedagogically-Driven Content Selection0
Illuminating Dark Knowledge via Random Matrix Ensembles0
Immersion for AI: Immersive Learning with Artificial Intelligence0
Impact of Data Augmentation on QCNNs0
Importance of the Mathematical Foundations of Machine Learning Methods for Scientific and Engineering Applications0
Collaborative prediction with expert advice0
Improved Generalization Risk Bounds for Meta-Learning with PAC-Bayes-kl Analysis0
Improved Learning Rates for Stochastic Optimization: Two Theoretical Viewpoints0
Another Look at DWD: Thrifty Algorithm and Bayes Risk Consistency in RKHS0
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