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Generalization Bounds

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TitleStatusHype
Theoretical Analysis of Meta Reinforcement Learning: Generalization Bounds and Convergence Guarantees—0
Generalization Bounds for Causal Regression: Insights, Guarantees and Sensitivity AnalysisCode0
PAC-Bayesian Generalization Bounds for Knowledge Graph Representation LearningCode1
Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets—0
Improved Generalization Bounds for Communication Efficient Federated Learning—0
Stability and Generalization in Free Adversarial TrainingCode0
Information-Theoretic Generalization Bounds for Deep Neural Networks—0
Generalization Bounds for Message Passing Networks on Mixture of Graphons—0
An Information-Theoretic Framework for Out-of-Distribution Generalization with Applications to Stochastic Gradient Langevin Dynamics—0
A PAC-Bayesian Framework for Optimal Control with Stability GuaranteesCode0
A note on generalization bounds for losses with finite moments—0
Do Generated Data Always Help Contrastive Learning?Code1
Generalization of Scaled Deep ResNets in the Mean-Field Regime—0
Towards Robust Out-of-Distribution Generalization Bounds via Sharpness—0
Generalization of Graph Neural Networks through the Lens of Homomorphism—0
On Generalization Bounds for Deep Compound Gaussian Neural Networks—0
Leveraging PAC-Bayes Theory and Gibbs Distributions for Generalization Bounds with Complexity MeasuresCode0
Reward Generalization in RLHF: A Topological Perspective—0
Information Complexity of Stochastic Convex Optimization: Applications to Generalization and Memorization—0
Active Few-Shot Fine-Tuning—0
Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck EquationCode0
Generalizing across Temporal Domains with Koopman Operators—0
Tighter Learning Guarantees on Digital Computers via Concentration of Measure on Finite SpacesCode0
PAC-Bayesian Adversarially Robust Generalization Bounds for Graph Neural NetworkCode0
More Flexible PAC-Bayesian Meta-Learning by Learning Learning AlgorithmsCode0
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