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Generalization Bounds

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Showing 251–275 of 686 papers

TitleStatusHype
Generalization, Expressivity, and Universality of Graph Neural Networks on Attributed Graphs—0
Generalization Guarantee of SGD for Pairwise Learning—0
Generalization Analysis for Contrastive Representation Learning under Non-IID Settings—0
Generalization Guarantees for Multi-View Representation Learning and Application to Regularization via Gaussian Product Mixture Prior—0
Generalization Analysis for Contrastive Representation Learning—0
Compressing Heavy-Tailed Weight Matrices for Non-Vacuous Generalization Bounds—0
Generalizability of Neural Networks Minimizing Empirical Risk Based on Expressive Ability—0
Functions with average smoothness: structure, algorithms, and learning—0
Complex-valued embeddings of generic proximity data—0
A PAC-Bayesian Approach to Generalization Bounds for Graph Neural Networks—0
Aggregation Weighting of Federated Learning via Generalization Bound Estimation—0
Adaptive Data Analysis for Growing Data—0
A Communication-efficient Algorithm with Linear Convergence for Federated Minimax Learning—0
From Mutual Information to Expected Dynamics: New Generalization Bounds for Heavy-Tailed SGD—0
Fractal Structure and Generalization Properties of Stochastic Optimization Algorithms—0
Foundations of Coupled Nonlinear Dimensionality Reduction—0
Generalization Bounds with Minimal Dependency on Hypothesis Class via Distributionally Robust Optimization—0
Formal limitations of sample-wise information-theoretic generalization bounds—0
Cold Posteriors through PAC-Bayes—0
Fine-grained Generalization Analysis of Structured Output Prediction—0
Fine-grained Generalization Analysis of Vector-valued Learning—0
Coarse-Refinement Dilemma: On Generalization Bounds for Data Clustering—0
A Novel Plug-and-Play Approach for Adversarially Robust Generalization—0
A Generalized Doubly Robust Learning Framework for Debiasing Post-Click Conversion Rate Prediction—0
Fine-Grained Dynamic Framework for Bias-Variance Joint Optimization on Data Missing Not at Random—0
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