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Emmanouil Platanios

2 accepted papers

2019

Graph Agreement Models for Semi-Supervised Learning

NeurIPS 2019poster

Graph-based algorithms are among the most successful paradigms for solving semi-supervised learning tasks. Recent work on graph convolutional networks and neural graph learning methods has successfully combined the expressiveness of neural networks with graph structures. We propose a technique that,…

2017

Estimating Accuracy from Unlabeled Data: A Probabilistic Logic Approach

NeurIPS 2017poster

We propose an efficient method to estimate the accuracy of classifiers using only unlabeled data. We consider a setting with multiple classification problems where the target classes may be tied together through logical constraints. For example, a set of classes may be mutually exclusive, meaning th…

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