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Generalization Bounds

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TitleStatusHype
Complex-valued embeddings of generic proximity data—0
A Functional Perspective on Learning Symmetric Functions with Neural Networks—0
On Localized Discrepancy for Domain Adaptation—0
Generalization Guarantees for Imitation LearningCode1
Principles and Algorithms for Forecasting Groups of Time Series: Locality and GlobalityCode1
Tighter Generalization Bounds for Iterative Differentially Private Learning Algorithms—0
Learning Robust State Abstractions for Hidden-Parameter Block MDPsCode1
Functions with average smoothness: structure, algorithms, and learning—0
Predictive Value Generalization Bounds—0
Consistent Structured Prediction with Max-Min Margin Markov NetworksCode0
Debiased Contrastive LearningCode1
Relative Deviation Margin Bounds—0
Private Stochastic Non-Convex Optimization: Adaptive Algorithms and Tighter Generalization Bounds—0
A Limitation of the PAC-Bayes Framework—0
Hausdorff Dimension, Heavy Tails, and Generalization in Neural NetworksCode0
PAC-Bayesian Generalization Bounds for MultiLayer Perceptrons—0
Learnability with Indirect Supervision Signals—0
Fine-Grained Analysis of Stability and Generalization for Stochastic Gradient Descent—0
Stability of Stochastic Gradient Descent on Nonsmooth Convex Losses—0
Tangent Space Sensitivity and Distribution of Linear Regions in ReLU Networks—0
Recovery and Generalization in Over-Realized Dictionary Learning—0
Generalization Bounds in the Presence of Outliers: a Median-of-Means Study—0
Near-Tight Margin-Based Generalization Bounds for Support Vector Machines—0
Generalization Bounds via Information Density and Conditional Information Density—0
Stopping criterion for active learning based on deterministic generalization bounds—0
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