conftrace_

generalization bound

652 papers

Explore in graph

Co-occurring keywords

learning theory (519) neural network (6616) stochastic gradient descent (1091) algorithmic stability (82) rademacher complexity (109) sample complexity (1169) generalization error (285) pac-bayes bound (53) kernel methods (1097) neural network optimization (1293)

Papers

Ordered SGD: A New Stochastic Optimization Framework for Empirical Risk Minimization AISTATS 2020
Greedy Convex Ensemble IJCAI 2020
Learnability with Indirect Supervision Signals NIPS 2020
Generalization Bound of Gradient Descent for Non-Convex Metric Learning NIPS 2020
Conditioning and Processing: Techniques to Improve Information-Theoretic Generalization Bounds NIPS 2020
PAC-Bayesian Bound for the Conditional Value at Risk NIPS 2020
Learning from Label Proportions: A Mutual Contamination Framework NIPS 2020
Field-wise Learning for Multi-field Categorical Data NIPS 2020
A Generalization Bound for Online Variational Inference ACML 2019
Rademacher Complexity for Adversarially Robust Generalization ICML 2019
Theoretical Investigation of Generalization Bound for Residual Networks IJCAI 2019
Unsupervised Domain Adaptation Based on Source-Guided Discrepancy AAAI 2019
Uniform convergence may be unable to explain generalization in deep learning NIPS 2019
Robust Metric Learning on Grassmann Manifolds with Generalization Guarantees AAAI 2019
An Exponential Tail Bound for the Deleted Estimate AAAI 2019
Towards Understanding Knowledge Distillation ICML 2019
Wasserstein Soft Label Propagation on Hypergraphs: Algorithm and Generalization Error Bounds AAAI 2019
A Sharper Generalization Bound for Divide-and-Conquer Ridge Regression AAAI 2019
An Exponential Efron-Stein Inequality for $L_q$ Stable Learning Rules ALT 2019
Group Invariance, Stability to Deformations, and Complexity of Deep Convolutional Representations JMLR 2019
Regularization via Mass Transportation JMLR 2019
Hypothesis Set Stability and Generalization NIPS 2019
Multi-Class Learning using Unlabeled Samples: Theory and Algorithm IJCAI 2019
McDiarmid-Type Inequalities for Graph-Dependent Variables and Stability Bounds NIPS 2019
A Principled Approach for Learning Task Similarity in Multitask Learning IJCAI 2019