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Generalization Bounds

Papers

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TitleStatusHype
Explainable Neural Networks with Guarantees: A Sparse Estimation Approach0
Explaining generalization in deep learning: progress and fundamental limits0
Detached Error Feedback for Distributed SGD with Random Sparsification0
Extrapolation and Spectral Bias of Neural Nets with Hadamard Product: a Polynomial Net Study0
Failures of model-dependent generalization bounds for least-norm interpolation0
Fairness-aware Federated Learning0
Fairness Overfitting in Machine Learning: An Information-Theoretic Perspective0
Fair Off-Policy Learning from Observational Data0
Fantastic Generalization Measures are Nowhere to be Found0
Fast Convergence in Learning Two-Layer Neural Networks with Separable Data0
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