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Generalization Bounds

Papers

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TitleStatusHype
Two-Layer Generalization Analysis for Ranking Using Rademacher Average0
Two Regimes of Generalization for Non-Linear Metric Learning0
Understanding Adversarially Robust Generalization via Weight-Curvature Index0
Understanding Augmentation-based Self-Supervised Representation Learning via RKHS Approximation and Regression0
Understanding Difficult-to-learn Examples in Contrastive Learning: A Theoretical Framework for Spectral Contrastive Learning0
Understanding Generalization in Recurrent Neural Networks0
Understanding prompt engineering may not require rethinking generalization0
Understanding the Generalization Error of Markov algorithms through Poissonization0
Unified PAC-Bayesian Study of Pessimism for Offline Policy Learning with Regularized Importance Sampling0
Generalization Bounds of Nonconvex-(Strongly)-Concave Stochastic Minimax Optimization0
Uniform Convergence of Interpolators: Gaussian Width, Norm Bounds, and Benign Overfitting0
Uniform Convergence of Interpolators: Gaussian Width, Norm Bounds and Benign Overfitting0
Uniform Generalization Bound on Time and Inverse Temperature for Gradient Descent Algorithm and its Application to Analysis of Simulated Annealing0
Uniform Generalization Bounds for Overparameterized Neural Networks0
Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets0
Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient Descent0
Unlocking Tokens as Data Points for Generalization Bounds on Larger Language Models0
VC-Dimension Based Generalization Bounds for Relational Learning0
VC Theoretical Explanation of Double Descent0
Weighted Distance Nearest Neighbor Condensing0
What is a Good Metric to Study Generalization of Minimax Learners?0
When and why are log-linear models self-normalizing?0
When Invariant Representation Learning Meets Label Shift: Insufficiency and Theoretical Insights0
Which Algorithms Have Tight Generalization Bounds?0
Wide Neural Networks are Interpolating Kernel Methods: Impact of Initialization on Generalization0
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