Gholamali Aminian | DeepAI

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∙ 06/20/2023

Mean-field Analysis of Generalization Errors

We propose a novel framework for exploring weak and L_2 generalization e...

0 Gholamali Aminian, et al. ∙

∙ 04/27/2023

On the Generalization Error of Meta Learning for the Gibbs Algorithm

We analyze the generalization ability of joint-training meta learning al...

0 Yuheng Bu, et al. ∙

∙ 10/18/2022

Information-theoretic Characterizations of Generalization Error for the Gibbs Algorithm

Various approaches have been developed to upper bound the generalization...

0 Gholamali Aminian, et al. ∙

∙ 10/15/2022

How Does Pseudo-Labeling Affect the Generalization Error of the Semi-Supervised Gibbs Algorithm?

This paper provides an exact characterization of the expected generaliza...

6 Haiyun He, et al. ∙

∙ 10/02/2022

Learning Algorithm Generalization Error Bounds via Auxiliary Distributions

Generalization error boundaries are essential for comprehending how well...

15 Gholamali Aminian, et al. ∙

∙ 09/15/2022

Semi-Counterfactual Risk Minimization Via Neural Networks

Counterfactual risk minimization is a framework for offline policy optim...

4 Gholamali Aminian, et al. ∙

∙ 02/24/2022

Tighter Expected Generalization Error Bounds via Convexity of Information Measures

Generalization error bounds are essential to understanding machine learn...

8 Gholamali Aminian, et al. ∙

∙ 02/24/2022

An Information-theoretical Approach to Semi-supervised Learning under Covariate-shift

A common assumption in semi-supervised learning is that the labeled, unl...

7 Gholamali Aminian, et al. ∙

∙ 11/02/2021

Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm

We provide an information-theoretic analysis of the generalization abili...

8 Yuheng Bu, et al. ∙

∙ 07/28/2021

Characterizing the Generalization Error of Gibbs Algorithm with Symmetrized KL information

Bounding the generalization error of a supervised learning algorithm is ...

15 Gholamali Aminian, et al. ∙

∙ 02/03/2021

Information-Theoretic Bounds on the Moments of the Generalization Error of Learning Algorithms

Generalization error bounds are critical to understanding the performanc...

15 Gholamali Aminian, et al. ∙

∙ 10/23/2020

Jensen-Shannon Information Based Characterization of the Generalization Error of Learning Algorithms

Generalization error bounds are critical to understanding the performanc...

49 Gholamali Aminian, et al. ∙

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