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Learning Theory

Learning theory

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Showing 326–350 of 852 papers

TitleStatusHype
Grokking phase transitions in learning local rules with gradient descent—0
Hallucination is Inevitable: An Innate Limitation of Large Language Models—0
Hardness of Learning Fixed Parities with Neural Networks—0
Near-Optimal Statistical Query Hardness of Learning Halfspaces with Massart Noise—0
Exploring and Learning in Sparse Linear MDPs without Computationally Intractable Oracles—0
Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles—0
Hierarchical robust aggregation of sales forecasts at aggregated levels in e-commerce, based on exponential smoothing and Holt's linear trend method—0
Hierarchical sparse Bayesian learning: theory and application for inferring structural damage from incomplete modal data—0
Statistical Inference for Linear Functionals of Online SGD in High-dimensional Linear Regression—0
Beyond the Low-Degree Algorithm: Mixtures of Subcubes and Their Applications—0
How many samples are needed to leverage smoothness?—0
Huber Additive Models for Non-stationary Time Series Analysis—0
Human Active Learning—0
Human Rademacher Complexity—0
Exploiting Heterogeneity in Operational Neural Networks by Synaptic Plasticity—0
Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability—0
I Do Not Understand What I Cannot Define: Automatic Question Generation With Pedagogically-Driven Content Selection—0
Illuminating Dark Knowledge via Random Matrix Ensembles—0
Immersion for AI: Immersive Learning with Artificial Intelligence—0
Impact of Data Augmentation on QCNNs—0
Importance of the Mathematical Foundations of Machine Learning Methods for Scientific and Engineering Applications—0
Explaining generalization in deep learning: progress and fundamental limits—0
Improved Generalization Risk Bounds for Meta-Learning with PAC-Bayes-kl Analysis—0
Improved Learning Rates for Stochastic Optimization: Two Theoretical Viewpoints—0
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design—0
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