Generalization Bounds

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Title	Date	Tasks	Status	Hype
Generalization Bounds for Vicinal Risk Minimization Principle	Nov 11, 2018	Generalization Bounds	—Unverified	0
Pseudo-Bayesian Learning with Kernel Fourier Transform as Prior	Oct 30, 2018	Generalization Bounds	CodeCode Available	0
Learning Gaussian Processes by Minimizing PAC-Bayesian Generalization Bounds	Oct 29, 2018	Gaussian ProcessesGeneralization Bounds	CodeCode Available	0
On PAC-Bayesian Bounds for Random Forests	Oct 23, 2018	Generalization Bounds	CodeCode Available	1
Rethinking Breiman's Dilemma in Neural Networks: Phase Transitions of Margin Dynamics	Oct 8, 2018	Generalization Bounds	CodeCode Available	0
Improved Generalization Bounds for Adversarially Robust Learning	Oct 4, 2018	Binary ClassificationGeneral Classification	—Unverified	0
Rademacher Generalization Bounds for Classifier Chains	Jul 26, 2018	Generalization Bounds	—Unverified	0
A Surprising Linear Relationship Predicts Test Performance in Deep Networks	Jul 25, 2018	General ClassificationGeneralization Bounds	CodeCode Available	0
Escaping the Curse of Dimensionality in Similarity Learning: Efficient Frank-Wolfe Algorithm and Generalization Bounds	Jul 20, 2018	Generalization BoundsMetric Learning	CodeCode Available	0
Multi-distance Support Matrix Machines	Jul 2, 2018	Generalization Bounds	—Unverified	0
Dropout Training, Data-dependent Regularization, and Generalization Bounds	Jul 1, 2018	Generalization Bounds	—Unverified	0
The Generalization Error of Dictionary Learning with Moreau Envelopes	Jul 1, 2018	Dictionary LearningGeneralization Bounds	—Unverified	0
On Tighter Generalization Bound for Deep Neural Networks: CNNs, ResNets, and Beyond	Jun 13, 2018	Generalization Bounds	—Unverified	0
Chaining Mutual Information and Tightening Generalization Bounds	Jun 11, 2018	Generalization Bounds	—Unverified	0
Minnorm training: an algorithm for training over-parameterized deep neural networks	Jun 3, 2018	Generalization Bounds	—Unverified	0
Learning latent variable structured prediction models with Gaussian perturbations	May 23, 2018	DecoderGeneralization Bounds	—Unverified	0
VC-Dimension Based Generalization Bounds for Relational Learning	Apr 17, 2018	Generalization BoundsRelational Reasoning	—Unverified	0
Non-Vacuous Generalization Bounds at the ImageNet Scale: A PAC-Bayesian Compression Approach	Apr 16, 2018	Generalization Bounds	CodeCode Available	0
Data-Dependent Coresets for Compressing Neural Networks with Applications to Generalization Bounds	Apr 15, 2018	Generalization BoundsNeural Network Compression	—Unverified	0
Data-dependent PAC-Bayes priors via differential privacy	Feb 26, 2018	Generalization Boundsvalid	—Unverified	0
Stronger generalization bounds for deep nets via a compression approach	Feb 14, 2018	Generalization Bounds	—Unverified	0
To understand deep learning we need to understand kernel learning	Feb 5, 2018	Deep LearningGeneralization Bounds	—Unverified	0
Nonparametric Hawkes Processes: Online Estimation and Generalization Bounds	Jan 25, 2018	Generalization Bounds	—Unverified	0
Lifelong Learning by Adjusting Priors	Jan 1, 2018	Generalization BoundsLifelong learning	—Unverified	0
Entropy-SGD optimizes the prior of a PAC-Bayes bound: Data-dependent PAC-Bayes priors via differential privacy	Jan 1, 2018	Generalization Boundsvalid	—Unverified	0

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