Model Cards for Model Reporting

5 October 2018

Inioluwa Deborah Raji

Timnit Gebru

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Papers citing "Model Cards for Model Reporting"

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A Generalist Agent Scott E. Reed Konrad Zolna Emilio Parisotto Sergio Gomez Colmenarejo Alexander Novikov ... Yutian Chen R. Hadsell Oriol Vinyals Mahyar Bordbar Nando de Freitas LM&Ro LLMAG AI4CE 46 783 0 12 May 2022
Richer Countries and Richer Representations Kaitlyn Zhou Kawin Ethayarajh Dan Jurafsky 30 9 0 10 May 2022
Problems with Cosine as a Measure of Embedding Similarity for High Frequency Words Kaitlyn Zhou Kawin Ethayarajh Dallas Card Dan Jurafsky 21 65 0 10 May 2022
Towards Climate Awareness in NLP Research Daniel Hershcovich Nicolas Webersinke Mathias Kraus J. Bingler Markus Leippold 25 32 0 10 May 2022
Fatigue Prediction in Outdoor Running Conditions using Audio Data Andreas Triantafyllopoulos Sandra Ottl Alexander Gebhard Esther Rituerto-González Mirko Jaumann ... P. Schneeweiss I. Krauss Maurice Gerczuk Shahin Amiriparian Björn W. Schuller 28 9 0 09 May 2022
Interactive Model Cards: A Human-Centered Approach to Model Documentation Anamaria Crisan Margaret Drouhard Jesse Vig Nazneen Rajani HAI 17 86 0 05 May 2022
Handling and Presenting Harmful Text in NLP Research Hannah Rose Kirk Abeba Birhane Bertie Vidgen Leon Derczynski 6 47 0 29 Apr 2022
Explainable AI via Learning to Optimize Howard Heaton Samy Wu Fung 19 14 0 29 Apr 2022
Designing for Responsible Trust in AI Systems: A Communication Perspective Q. V. Liao S. Sundar 12 99 0 29 Apr 2022
The MeVer DeepFake Detection Service: Lessons Learnt from Developing and Deploying in the Wild Spyridon Baxevanakis Giorgos Kordopatis-Zilos Panagiotis Galopoulos Lazaros Apostolidis Killian Levacher Ipek B. Schlicht Denis Teyssou I. Kompatsiaris Symeon Papadopoulos 22 8 0 27 Apr 2022
Modular Domain Adaptation Junshen K. Chen Dallas Card Dan Jurafsky 14 1 0 26 Apr 2022
Impact of Tokenization on Language Models: An Analysis for Turkish Cagri Toraman E. Yilmaz Furkan Şahinuç Oguzhan Ozcelik 22 74 0 19 Apr 2022
Adjusting for Bias with Procedural Data Shesh Narayan Gupta Nicholas Bear Brown 11 5 0 03 Apr 2022
Data Cards: Purposeful and Transparent Dataset Documentation for Responsible AI Mahima Pushkarna Andrew Zaldivar Oddur Kjartansson AI4TS 11 197 0 03 Apr 2022
Telling Stories from Computational Notebooks: AI-Assisted Presentation Slides Creation for Presenting Data Science Work Chengbo Zheng Dakuo Wang A. Wang Xiaojuan Ma 17 52 0 21 Mar 2022
Cross-model Fairness: Empirical Study of Fairness and Ethics Under Model Multiplicity Kacper Sokol Meelis Kull J. Chan Flora D. Salim 8 6 0 14 Mar 2022
Towards a Responsible AI Development Lifecycle: Lessons From Information Security Erick Galinkin SILM 9 6 0 06 Mar 2022
Choices, Risks, and Reward Reports: Charting Public Policy for Reinforcement Learning Systems T. Gilbert Sarah Dean Tom Zick Nathan Lambert OffRL 8 9 0 11 Feb 2022
Accountability in an Algorithmic Society: Relationality, Responsibility, and Robustness in Machine Learning A. Feder Cooper Emanuel Moss Benjamin Laufer Helen Nissenbaum MLAU 16 85 0 10 Feb 2022
Trust in AI: Interpretability is not necessary or sufficient, while black-box interaction is necessary and sufficient Max W. Shen 17 18 0 10 Feb 2022
Towards Training Reproducible Deep Learning Models Boyuan Chen Mingzhi Wen Yong Shi Dayi Lin Gopi Krishnan Rajbahadur Zhen Ming Z. Jiang SyDa 10 37 0 04 Feb 2022
Vision Checklist: Towards Testable Error Analysis of Image Models to Help System Designers Interrogate Model Capabilities Xin Du Bénédicte Legastelois B. Ganesh A. Rajan Hana Chockler Vaishak Belle Stuart Anderson S. Ramamoorthy AAML 11 6 0 27 Jan 2022
Evaluating a Methodology for Increasing AI Transparency: A Case Study David Piorkowski John T. Richards Michael Hind 24 5 0 24 Jan 2022
The Dataset Nutrition Label (2nd Gen): Leveraging Context to Mitigate Harms in Artificial Intelligence Kasia Chmielinski S. Newman Matt Taylor Joshua Joseph Kemi Thomas Jessica Yurkofsky Yue Qiu 17 51 0 10 Jan 2022
NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentation Kaustubh D. Dhole Varun Gangal Sebastian Gehrmann Aadesh Gupta Zhenhao Li ... Tianbao Xie Usama Yaseen Michael A. Yee Jing Zhang Yue Zhang 169 86 0 06 Dec 2021
What Do You See in this Patient? Behavioral Testing of Clinical NLP Models Betty van Aken S. Herrmann Alexander Loser 10 11 0 30 Nov 2021
Who Decides if AI is Fair? The Labels Problem in Algorithmic Auditing Abhilash Mishra Yash Gorana 19 3 0 16 Nov 2021
Collaboration Challenges in Building ML-Enabled Systems: Communication, Documentation, Engineering, and Process Nadia Nahar Shurui Zhou Grace A. Lewis Christian Kastner VLM 32 126 0 19 Oct 2021
CLEVA-Compass: A Continual Learning EValuation Assessment Compass to Promote Research Transparency and Comparability Martin Mundt Steven Braun Quentin Delfosse Kristian Kersting 19 35 0 07 Oct 2021
Machine Learning Practices Outside Big Tech: How Resource Constraints Challenge Responsible Development Aspen K. Hopkins Serena Booth 19 45 0 06 Oct 2021
Fairness and underspecification in acoustic scene classification: The case for disaggregated evaluations Andreas Triantafyllopoulos M. Milling K. Drossos Björn W. Schuller 21 7 0 04 Oct 2021
Trustworthy AI: From Principles to Practices Bo-wen Li Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 117 354 0 04 Oct 2021
An Empirical Study of Accuracy, Fairness, Explainability, Distributional Robustness, and Adversarial Robustness Moninder Singh Gevorg Ghalachyan Kush R. Varshney R. Bryant 8 9 0 29 Sep 2021
SoK: Machine Learning Governance Varun Chandrasekaran Hengrui Jia Anvith Thudi Adelin Travers Mohammad Yaghini Nicolas Papernot 28 16 0 20 Sep 2021
Studying Up Machine Learning Data: Why Talk About Bias When We Mean Power? Milagros Miceli Julian Posada Tianling Yang 6 60 0 16 Sep 2021
A comparison of approaches to improve worst-case predictive model performance over patient subpopulations Stephen R. Pfohl Haoran Zhang Yizhe Xu Agata Foryciarz Marzyeh Ghassemi N. Shah OOD 18 22 0 27 Aug 2021
Underreporting of errors in NLG output, and what to do about it Emiel van Miltenburg Miruna Clinciu Ondrej Dusek Dimitra Gkatzia Stephanie Inglis ... Saad Mahamood Emma Manning S. Schoch Craig Thomson Luou Wen 15 38 0 02 Aug 2021
MultiBench: Multiscale Benchmarks for Multimodal Representation Learning Paul Pu Liang Yiwei Lyu Xiang Fan Zetian Wu Yun Cheng ... Peter Wu Michelle A. Lee Yuke Zhu Ruslan Salakhutdinov Louis-Philippe Morency VLM 21 157 0 15 Jul 2021
Anticipating Safety Issues in E2E Conversational AI: Framework and Tooling Emily Dinan Gavin Abercrombie A. S. Bergman Shannon L. Spruit Dirk Hovy Y-Lan Boureau Verena Rieser 27 105 0 07 Jul 2021
Ethics Sheets for AI Tasks Saif M. Mohammad 9 31 0 02 Jul 2021
The Spotlight: A General Method for Discovering Systematic Errors in Deep Learning Models G. dÉon Jason dÉon J. R. Wright Kevin Leyton-Brown 20 72 0 01 Jul 2021
Using AntiPatterns to avoid MLOps Mistakes Nikhil Muralidhar Sathappah Muthiah P. Butler Manish Jain Yu Yu ... Weipeng Li David Jones P. Arunachalam Hays Mccormick Naren Ramakrishnan 9 17 0 30 Jun 2021
Reliability and Validity of Image-Based and Self-Reported Skin Phenotype Metrics John J. Howard Yevgeniy B. Sirotin Jerry L. Tipton A. Vemury 11 27 0 18 Jun 2021
A Multistakeholder Approach Towards Evaluating AI Transparency Mechanisms Ana Lucic Madhulika Srikumar Umang Bhatt Alice Xiang Ankur Taly Q. V. Liao Maarten de Rijke 20 5 0 27 Mar 2021
Requirement Engineering Challenges for AI-intense Systems Development Hans-Martin Heyn E. Knauss Amna Pir Muhammad O. Eriksson Jennifer Linder P. Subbiah S. K. Pradhan Sagar Tungal 14 33 0 18 Mar 2021
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics Sebastian Gehrmann Tosin P. Adewumi Karmanya Aggarwal Pawan Sasanka Ammanamanchi Aremu Anuoluwapo ... Nishant Subramani Wei-ping Xu Diyi Yang Akhila Yerukola Jiawei Zhou VLM 246 283 0 02 Feb 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 46 55 0 29 Jan 2021
Re-imagining Algorithmic Fairness in India and Beyond Nithya Sambasivan Erin Arnesen Ben Hutchinson Tulsee Doshi Vinodkumar Prabhakaran FaML 13 174 0 25 Jan 2021
Beyond Expertise and Roles: A Framework to Characterize the Stakeholders of Interpretable Machine Learning and their Needs Harini Suresh Steven R. Gomez K. Nam Arvind Satyanarayan 34 124 0 24 Jan 2021
How AI Developers Overcome Communication Challenges in a Multidisciplinary Team: A Case Study David Piorkowski Soya Park A. Wang Dakuo Wang Michael J. Muller Felix Portnoy 38 130 0 13 Jan 2021