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Generalization Bounds

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TitleStatusHype
Towards Understanding the Word Sensitivity of Attention Layers: A Study via Random FeaturesCode0
Minimum Description Length and Generalization Guarantees for Representation LearningCode0
Personalized Federated Learning of Probabilistic Models: A PAC-Bayesian Approach—0
Theoretical and Empirical Advances in Forest Pruning—0
Data-Dependent Stability Analysis of Adversarial Training—0
Class-wise Generalization Error: an Information-Theoretic Analysis—0
PAC-Bayesian Domain Adaptation Bounds for Multi-view learning—0
Non-Vacuous Generalization Bounds for Large Language ModelsCode1
Statistical Spatially Inhomogeneous Diffusion Inference—0
PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction—0
From Mutual Information to Expected Dynamics: New Generalization Bounds for Heavy-Tailed SGD—0
A unified framework for learning with nonlinear model classes from arbitrary linear samples—0
Aggregation Weighting of Federated Learning via Generalization Bound Estimation—0
Information-theoretic generalization bounds for learning from quantum data—0
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications—0
Time-Independent Information-Theoretic Generalization Bounds for SGLD—0
Generalization Bounds for Label Noise Stochastic Gradient Descent—0
Sample-Conditioned Hypothesis Stability Sharpens Information-Theoretic Generalization Bounds—0
Weighted Distance Nearest Neighbor Condensing—0
Sequence Length Independent Norm-Based Generalization Bounds for TransformersCode0
Comparing Comparators in Generalization BoundsCode0
Causal Dynamic Variational Autoencoder for Counterfactual Regression in Longitudinal Data—0
On Generalization Bounds for Projective Clustering—0
Advocating for the Silent: Enhancing Federated Generalization for Non-Participating Clients—0
PAC-Bayesian Spectrally-Normalized Bounds for Adversarially Robust Generalization—0
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