Search Results for author: Besim Avci

Found 4 papers, 2 papers with code

Attributing AUC-ROC to Analyze Binary Classifier Performance

no code implementations24 May 2022 Arya Tafvizi, Besim Avci, Mukund Sundararajan

This observation leads to a simple, efficient attribution technique for examples (example attributions), and for pairs of examples (pair attributions).

Detecting Errors and Estimating Accuracy on Unlabeled Data with Self-training Ensembles

1 code implementation NeurIPS 2021 Jiefeng Chen, Frederick Liu, Besim Avci, Xi Wu, YIngyu Liang, Somesh Jha

This observation leads to two challenging tasks: (1) unsupervised accuracy estimation, which aims to estimate the accuracy of a pre-trained classifier on a set of unlabeled test inputs; (2) error detection, which aims to identify mis-classified test inputs.

Guided Integrated Gradients: An Adaptive Path Method for Removing Noise

1 code implementation CVPR 2021 Andrei Kapishnikov, Subhashini Venugopalan, Besim Avci, Ben Wedin, Michael Terry, Tolga Bolukbasi

To minimize the effect of this source of noise, we propose adapting the attribution path itself -- conditioning the path not just on the image but also on the model being explained.

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