conftrace_

generalization error

285 papers

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GE

Co-occurring keywords

generalization bound (652) stochastic gradient descent (1091) neural network (6616) learning theory (519) double descent (52) sample complexity (1169) active learning (1301) gradient descent (1144) support vector machine (978) neural network optimization (1293)

Papers

Improving the Robustness of Wasserstein Embedding by Adversarial PAC-Bayesian Learning AAAI 2020
Dataless Model Selection With the Deep Frame Potential CVPR 2020
Outlier Detection Ensemble with Embedded Feature Selection AAAI 2020
Risk Bounds for Reservoir Computing JMLR 2020
Normalized Flat Minima: Exploring Scale Invariant Definition of Flat Minima for Neural Networks Using PAC-Bayesian Analysis ICML 2020
Adaptive Approximation and Generalization of Deep Neural Network with Intrinsic Dimensionality JMLR 2020
Generalization Error Bounds of Gradient Descent for Learning Over-Parameterized Deep ReLU Networks AAAI 2020
Generalization Error of Generalized Linear Models in High Dimensions ICML 2020
In search of robust measures of generalization NIPS 2020
Adaptive Region-Based Active Learning ICML 2020
Overfitting Can Be Harmless for Basis Pursuit, But Only to a Degree NIPS 2020
Spectrum Dependent Learning Curves in Kernel Regression and Wide Neural Networks ICML 2020
Stability of Stochastic Gradient Descent on Nonsmooth Convex Losses NIPS 2020
On Uniform Convergence and Low-Norm Interpolation Learning NIPS 2020
Information theoretic limits of learning a sparse rule NIPS 2020
Understanding Double Descent Requires A Fine-Grained Bias-Variance Decomposition NIPS 2020
On Robustness of Principal Component Regression NIPS 2019
Consistency of Interpolation with Laplace Kernels is a High-Dimensional Phenomenon COLT 2019
Training Complex Models with Multi-Task Weak Supervision AAAI 2019
Region-Based Active Learning AISTATS 2019
Fisher-Rao Metric, Geometry, and Complexity of Neural Networks AISTATS 2019
Transductive Bounds for the Multi-Class Majority Vote Classifier AAAI 2019
Exploiting Class Learnability in Noisy Data AAAI 2019
Capacity Control of ReLU Neural Networks by Basis-Path Norm AAAI 2019
Deep Neural Networks Learn Non-Smooth Functions Effectively AISTATS 2019