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Generalization Bounds

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Showing 101–150 of 686 papers

TitleStatusHype
Algorithm-Dependent Bounds for Representation Learning of Multi-Source Domain AdaptationCode0
On the Limitations of Fractal Dimension as a Measure of GeneralizationCode0
Consistent Sparse Deep Learning: Theory and ComputationCode0
Consistent Structured Prediction with Max-Min Margin Markov NetworksCode0
Implicit Graph Neural Diffusion Networks: Convergence, Generalization, and Over-SmoothingCode0
PAC-Bayesian Generalization Bounds for Adversarial Generative ModelsCode0
Group Invariance, Stability to Deformations, and Complexity of Deep Convolutional RepresentationsCode0
Double-Weighting for Covariate Shift AdaptationCode0
Globally Convergent Newton Methods for Ill-conditioned Generalized Self-concordant LossesCode0
Hausdorff Dimension, Heavy Tails, and Generalization in Neural NetworksCode0
Pseudo-Bayesian Learning with Kernel Fourier Transform as PriorCode0
Quantum Boosting using Domain-Partitioning HypothesesCode0
RATT: Leveraging Unlabeled Data to Guarantee GeneralizationCode0
Regularization via Mass TransportationCode0
Robustness, Privacy, and Generalization of Adversarial TrainingCode0
Robustness to Augmentations as a Generalization metricCode0
Selective Classification via One-Sided PredictionCode0
Self-Bounding Majority Vote Learning Algorithms by the Direct Minimization of a Tight PAC-Bayesian C-BoundCode0
Importance Weight Estimation and Generalization in Domain Adaptation under Label ShiftCode0
Slicing Mutual Information Generalization Bounds for Neural NetworksCode0
A Surprising Linear Relationship Predicts Test Performance in Deep NetworksCode0
Stability Analysis and Generalization Bounds of Adversarial TrainingCode0
Generalization Bounds with Data-dependent Fractal DimensionsCode0
From Low Intrinsic Dimensionality to Non-Vacuous Generalization Bounds in Deep Multi-Task LearningCode0
Does the Data Induce Capacity Control in Deep Learning?Code0
Generalization Bounds via Conditional f-InformationCode0
Generalization Bounds for Learning with Linear, Polygonal, Quadratic and Conic Side KnowledgeCode0
Generalization Bounds for Causal Regression: Insights, Guarantees and Sensitivity AnalysisCode0
Generalization Bounds For Meta-Learning: An Information-Theoretic AnalysisCode0
Generalization Performance of Hypergraph Neural NetworksCode0
Exploring the Algorithm-Dependent Generalization of AUPRC Optimization with List StabilityCode0
Tighter Learning Guarantees on Digital Computers via Concentration of Measure on Finite SpacesCode0
Estimating the Success of Unsupervised Image to Image TranslationCode0
Dichotomize and Generalize: PAC-Bayesian Binary Activated Deep Neural NetworksCode0
Generalization Bounds for Sparse Random Feature ExpansionsCode0
Generalization Bound and New Algorithm for Clean-Label Backdoor AttackCode0
Generalization bounds for graph convolutional neural networks via Rademacher complexityCode0
Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck EquationCode0
Relative Flatness and GeneralizationCode0
Diametrical Risk Minimization: Theory and ComputationsCode0
Enhancing In-Context Learning Performance with just SVD-Based Weight Pruning: A Theoretical PerspectiveCode0
Escaping the Curse of Dimensionality in Similarity Learning: Efficient Frank-Wolfe Algorithm and Generalization BoundsCode0
Adversarial Transform Particle FiltersCode0
Random deep neural networks are biased towards simple functionsCode0
An adaptive nearest neighbor rule for classificationCode0
GraphMix: Improved Training of GNNs for Semi-Supervised LearningCode0
Generalization Through The Lens Of Leave-One-Out ErrorCode0
Heavy Tails in SGD and Compressibility of Overparametrized Neural NetworksCode0
An Algorithmic Framework for Fairness ElicitationCode0
Instance based Generalization in Reinforcement LearningCode0
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