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"Public(s)-in-the-Loop": Facilitating Deliberation of Algorithmic Decisions in Contentious Public Policy Domains


Apr 22, 2022
Hong Shen, Ángel Alexander Cabrera, Adam Perer, Jason Hong

* 5 pages, 0 figure, accepted to CHI2020 Fair & Responsible AI Workshop 

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Improving Human-AI Partnerships in Child Welfare: Understanding Worker Practices, Challenges, and Desires for Algorithmic Decision Support


Apr 05, 2022
Anna Kawakami, Venkatesh Sivaraman, Hao-Fei Cheng, Logan Stapleton, Yanghuidi Cheng, Diana Qing, Adam Perer, Zhiwei Steven Wu, Haiyi Zhu, Kenneth Holstein

* 2022 Conference on Human Factors in Computing Systems 

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Emblaze: Illuminating Machine Learning Representations through Interactive Comparison of Embedding Spaces


Feb 16, 2022
Venkatesh Sivaraman, Yiwei Wu, Adam Perer

* 23 pages, 5 figures, 2 tables. To be presented at IUI'22. arXiv version updated Feb 16 2022 with corrected publication year and copyright 

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Characterizing Human Explanation Strategies to Inform the Design of Explainable AI for Building Damage Assessment


Nov 04, 2021
Donghoon Shin, Sachin Grover, Kenneth Holstein, Adam Perer

* Accepted at NeurIPS 2021 Workshop on Artificial Intelligence for Humanitarian Assistance and Disaster Response (AI+HADR 2021) 

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Discovering and Validating AI Errors With Crowdsourced Failure Reports


Sep 23, 2021
Ángel Alexander Cabrera, Abraham J. Druck, Jason I. Hong, Adam Perer


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TextEssence: A Tool for Interactive Analysis of Semantic Shifts Between Corpora


Mar 19, 2021
Denis Newman-Griffis, Venkatesh Sivaraman, Adam Perer, Eric Fosler-Lussier, Harry Hochheiser

* Accepted as a Systems Demonstration at NAACL-HLT 2021. Video demonstration at https://youtu.be/1xEEfsMwL0k 

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Ablate, Variate, and Contemplate: Visual Analytics for Discovering Neural Architectures


Jul 30, 2019
Dylan Cashman, Adam Perer, Remco Chang, Hendrik Strobelt


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Seq2Seq-Vis: A Visual Debugging Tool for Sequence-to-Sequence Models


Oct 16, 2018
Hendrik Strobelt, Sebastian Gehrmann, Michael Behrisch, Adam Perer, Hanspeter Pfister, Alexander M. Rush

* VAST - IEEE VIS 2018 

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Using Visual Analytics to Interpret Predictive Machine Learning Models


Jun 21, 2016
Josua Krause, Adam Perer, Enrico Bertini

* presented at 2016 ICML Workshop on Human Interpretability in Machine Learning (WHI 2016), New York, NY 

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