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Generalization Bounds

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TitleStatusHype
Enhancing In-Context Learning Performance with just SVD-Based Weight Pruning: A Theoretical PerspectiveCode0
Slicing Mutual Information Generalization Bounds for Neural NetworksCode0
Unified PAC-Bayesian Study of Pessimism for Offline Policy Learning with Regularized Importance Sampling—0
On the Limitations of Fractal Dimension as a Measure of GeneralizationCode0
Generalization Bound and New Algorithm for Clean-Label Backdoor AttackCode0
Length independent generalization bounds for deep SSM architectures—0
A Margin-based Multiclass Generalization Bound via Geometric Complexity—0
Higher-Order Transformer Derivative Estimates for Explicit Pathwise Learning Guarantees—0
Fine-Grained Dynamic Framework for Bias-Variance Joint Optimization on Data Missing Not at Random—0
Score-based generative models are provably robust: an uncertainty quantification perspective—0
A rescaling-invariant Lipschitz bound based on path-metrics for modern ReLU network parameterizations—0
Generalization Bounds for Dependent Data using Online-to-Batch Conversion—0
Adaptive Data Analysis for Growing Data—0
Theoretical Analysis of Meta Reinforcement Learning: Generalization Bounds and Convergence Guarantees—0
Generalization Bounds for Causal Regression: Insights, Guarantees and Sensitivity AnalysisCode0
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
Generalization of Scaled Deep ResNets in the Mean-Field Regime—0
Towards Robust Out-of-Distribution Generalization Bounds via Sharpness—0
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