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Guided Integrated Gradients: An Adaptive Path Method for Removing Noise


Jun 17, 2021
Andrei Kapishnikov, Subhashini Venugopalan, Besim Avci, Ben Wedin, Michael Terry, Tolga Bolukbasi

* Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021, pp. 5050-5058 
* 13 pages, 11 figures, for implementation sources see https://github.com/PAIR-code/saliency 

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An Interpretability Illusion for BERT


Apr 14, 2021
Tolga Bolukbasi, Adam Pearce, Ann Yuan, Andy Coenen, Emily Reif, Fernanda Viégas, Martin Wattenberg


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The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Models


Aug 12, 2020
Ian Tenney, James Wexler, Jasmijn Bastings, Tolga Bolukbasi, Andy Coenen, Sebastian Gehrmann, Ellen Jiang, Mahima Pushkarna, Carey Radebaugh, Emily Reif, Ann Yuan


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Debiasing Embeddings for Reduced Gender Bias in Text Classification


Aug 07, 2019
Flavien Prost, Nithum Thain, Tolga Bolukbasi


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The What-If Tool: Interactive Probing of Machine Learning Models


Jul 09, 2019
James Wexler, Mahima Pushkarna, Tolga Bolukbasi, Martin Wattenberg, Fernanda Viegas, Jimbo Wilson

* 10 pages, 6 figures, 2 tables. To be presented at IEEE VAST 2019 

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Segment Integrated Gradients: Better attributions through regions


Jun 06, 2019
Andrei Kapishnikov, Tolga Bolukbasi, Fernanda Viégas, Michael Terry


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Building a Robust Text Classifier on a Test-Time Budget


Aug 29, 2018
Md Rizwan Parvez, Tolga Bolukbasi, kai-Wei Chang, Venkatesh Saligrama


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Zero-Shot Detection


Mar 19, 2018
Pengkai Zhu, Hanxiao Wang, Tolga Bolukbasi, Venkatesh Saligrama

* 16 pages, 5 figures 

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Adaptive Neural Networks for Efficient Inference


Sep 18, 2017
Tolga Bolukbasi, Joseph Wang, Ofer Dekel, Venkatesh Saligrama

* Proceedings of the 34th International Conference on Machine Learning, PMLR 70:527-536, 2017 

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Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings


Jul 21, 2016
Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai


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Quantifying and Reducing Stereotypes in Word Embeddings


Jun 20, 2016
Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai

* presented at 2016 ICML Workshop on #Data4Good: Machine Learning in Social Good Applications, New York, NY 

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Resource Constrained Structured Prediction


Jun 08, 2016
Tolga Bolukbasi, Kai-Wei Chang, Joseph Wang, Venkatesh Saligrama


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