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Generalization Bounds

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Showing 551–575 of 686 papers

TitleStatusHype
Stability and Generalization of Graph Convolutional Neural Networks—0
ON BREIMAN’S DILEMMA IN NEURAL NETWORKS: SUCCESS AND FAILURE OF NORMALIZED MARGINS—0
On Tighter Generalization Bounds for Deep Neural Networks: CNNs, ResNets, and Beyond—0
Deep multi-Wasserstein unsupervised domain adaptation—0
Stability and Optimization Error of Stochastic Gradient Descent for Pairwise Learning—0
PLUME: Polyhedral Learning Using Mixture of Experts—0
A Generalization Bound for Online Variational Inference—0
An Exponential Efron-Stein Inequality for Lq Stable Learning Rules—0
Support and Invertibility in Domain-Invariant Representations—0
High probability generalization bounds for uniformly stable algorithms with nearly optimal rate—0
Provable Guarantees for Gradient-Based Meta-LearningCode0
A Distributionally Robust Optimization Method for Adversarial Multiple Kernel Learning—0
Uniform convergence may be unable to explain generalization in deep learningCode0
Generalization Error Bounds of Gradient Descent for Learning Over-parameterized Deep ReLU Networks—0
Generalization Bounds For Unsupervised and Semi-Supervised Learning With Autoencoders—0
Can SGD Learn Recurrent Neural Networks with Provable Generalization?—0
Adversarial Networks and Autoencoders: The Primal-Dual Relationship and Generalization Bounds—0
On Generalization Error Bounds of Noisy Gradient Methods for Non-Convex Learning—0
Supervised classification via minimax probabilistic transformations—0
Natural Analysts in Adaptive Data Analysis—0
A New Perspective on Machine Learning: How to do Perfect Supervised Learning—0
Random deep neural networks are biased towards simple functionsCode0
Generalization Bounds for Uniformly Stable Algorithms—0
Learning finite-dimensional coding schemes with nonlinear reconstruction maps—0
Stochastic Composite Mirror Descent: Optimal Bounds with High Probabilities—0
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