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Generalization Bounds

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TitleStatusHype
Encoding-dependent generalization bounds for parametrized quantum circuits—0
Fine-grained Generalization Analysis of Structured Output Prediction—0
Block Contextual MDPs for Continual Learning—0
Entropy-SGD optimizes the prior of a PAC-Bayes bound: Generalization properties of Entropy-SGD and data-dependent priors—0
Foundations of Coupled Nonlinear Dimensionality Reduction—0
Epistemic Errors of Imperfect Multitask Learners When Distributions Shift—0
Equivariant score-based generative models provably learn distributions with symmetries efficiently—0
Boosting the Confidence of Near-Tight Generalization Bounds for Uniformly Stable Randomized Algorithms—0
Domain Adaptation: Learning Bounds and Algorithms—0
Estimating Lipschitz constants of monotone deep equilibrium models—0
Boosting with the Logistic Loss is Consistent—0
Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness—0
BARACK: Partially Supervised Group Robustness With Guarantees—0
A Uniform Generalization Error Bound for Generative Adversarial Networks—0
Explaining generalization in deep learning: progress and fundamental limits—0
Detached Error Feedback for Distributed SGD with Random Sparsification—0
An Information-Theoretic Framework for Out-of-Distribution Generalization with Applications to Stochastic Gradient Langevin Dynamics—0
Extrapolation and Spectral Bias of Neural Nets with Hadamard Product: a Polynomial Net Study—0
Failures of model-dependent generalization bounds for least-norm interpolation—0
Fairness-aware Federated Learning—0
Fairness Overfitting in Machine Learning: An Information-Theoretic Perspective—0
Fair Off-Policy Learning from Observational Data—0
Fantastic Generalization Measures are Nowhere to be Found—0
Fast Convergence in Learning Two-Layer Neural Networks with Separable Data—0
A Mechanism of Implicit Regularization in Deep Learning—0
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