Title
Auditing and Generating Synthetic Data with Controllable Trust Trade-offs Brian M. Belgodere Pierre Dognin Adam Ivankay Igor Melnyk Youssef Mroueh ... Mattia Rigotti Jerret Ross Yair Schiff Radhika Vedpathak Richard A. Young 39 12 0 21 Apr 2023
DataPilot: Utilizing Quality and Usage Information for Subset Selection during Visual Data Preparation Arpit Narechania F. Du Atanu R. Sinha Ryan A. Rossi Jane Hoffswell Shunan Guo E. Koh S. Navathe Alex Endert 30 9 0 02 Mar 2023
fAIlureNotes: Supporting Designers in Understanding the Limits of AI Models for Computer Vision Tasks Steven Moore Q. V. Liao Hariharan Subramonyam 24 28 0 22 Feb 2023
Out of Context: Investigating the Bias and Fairness Concerns of "Artificial Intelligence as a Service" Kornel Lewicki M. S. Lee Jennifer Cobbe Jatinder Singh 41 21 0 02 Feb 2023
Charting the Sociotechnical Gap in Explainable AI: A Framework to Address the Gap in XAI Upol Ehsan Koustuv Saha M. D. Choudhury Mark O. Riedl 26 57 0 01 Feb 2023
Fiduciary Responsibility: Facilitating Public Trust in Automated Decision Making Shannon B. Harper Eric S. Weber 41 0 0 06 Jan 2023
Development and Validation of ML-DQA -- a Machine Learning Data Quality Assurance Framework for Healthcare M. Sendak Gaurav Sirdeshmukh Timothy N. Ochoa Hayley Premo Linda Tang ... M. Nichols Bradley Heintze William S Knechtle W. Ratliff S. Balu 29 6 0 04 Aug 2022
The "Collections as ML Data" Checklist for Machine Learning & Cultural Heritage Benjamin Charles Germain Lee VLM 18 7 0 06 Jul 2022
Explainable AI via Learning to Optimize Howard Heaton Samy Wu Fung 39 14 0 29 Apr 2022
Data Cards: Purposeful and Transparent Dataset Documentation for Responsible AI Mahima Pushkarna Andrew Zaldivar Oddur Kjartansson AI4TS 41 198 0 03 Apr 2022
Adaptive Sampling Strategies to Construct Equitable Training Datasets William Cai R. Encarnación Bobbie Chern S. Corbett-Davies Miranda Bogen Stevie Bergman Sharad Goel 89 30 0 31 Jan 2022
Fairness Score and Process Standardization: Framework for Fairness Certification in Artificial Intelligence Systems Avinash Agarwal Harshna Agarwal Nihaarika Agarwal 42 28 0 10 Jan 2022
We Need to Talk About Data: The Importance of Data Readiness in Natural Language Processing Fredrik Olsson Magnus Sahlgren 26 1 0 11 Oct 2021
Trustworthy AI: From Principles to Practices Bo Li Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 121 357 0 04 Oct 2021
Software Engineering for AI-Based Systems: A Survey Silverio Martínez-Fernández Justus Bogner Xavier Franch Marc Oriol Julien Siebert Adam Trendowicz Anna Maria Vollmer Stefan Wagner 27 211 0 05 May 2021
Facilitating Knowledge Sharing from Domain Experts to Data Scientists for Building NLP Models Soya Park A. Wang B. Kawas Q. V. Liao David Piorkowski Marina Danilevsky 72 55 0 29 Jan 2021
Workflow Provenance in the Lifecycle of Scientific Machine Learning Renan Souza L. Azevedo Vítor Lourencco E. Soares R. Thiago ... M. Moreno P. Valduriez M. Mattoso Renato F. G. Cerqueira M. Netto AI4TS AI4CE 29 31 0 30 Sep 2020
Automated Failure-Mode Clustering and Labeling for Informed Car-To-Driver Handover in Autonomous Vehicles Aaquib Tabrez Matthew B. Luebbers Bradley Hayes 19 3 0 09 May 2020
ABOUT ML: Annotation and Benchmarking on Understanding and Transparency of Machine Learning Lifecycles Inioluwa Deborah Raji Jingyi Yang 24 37 0 12 Dec 2019
Component Mismatches Are a Critical Bottleneck to Fielding AI-Enabled Systems in the Public Sector Grace A. Lewis S. Bellomo April Galyardt 21 6 0 14 Oct 2019
Physics Enhanced Artificial Intelligence Patrick O'Driscoll Jaehoon Lee Bo Fu 21 3 0 11 Mar 2019
Bias Mitigation Post-processing for Individual and Group Fairness P. Lohia Karthikeyan N. Ramamurthy M. Bhide Diptikalyan Saha Kush R. Varshney Ruchir Puri FaML 13 155 0 14 Dec 2018
Model Cards for Model Reporting Margaret Mitchell Simone Wu Andrew Zaldivar Parker Barnes Lucy Vasserman Ben Hutchinson Elena Spitzer Inioluwa Deborah Raji Timnit Gebru 66 1,840 0 05 Oct 2018
Datasheets for Datasets Timnit Gebru Jamie Morgenstern Briana Vecchione Jennifer Wortman Vaughan Hanna M. Wallach Hal Daumé Kate Crawford 135 2,130 0 23 Mar 2018