Datasheets for Datasets

23 March 2018

Timnit Gebru

Jamie Morgenstern

Briana Vecchione

Jennifer Wortman Vaughan

Papers citing "Datasheets for Datasets"

50 / 966 papers shown

Title
Human-Centered Explainable AI (XAI): From Algorithms to User Experiences Q. V. Liao R. Varshney 15 221 0 20 Oct 2021
Does Data Repair Lead to Fair Models? Curating Contextually Fair Data To Reduce Model Bias Sharat Agarwal Sumanyu Muku Saket Anand Chetan Arora 14 12 0 20 Oct 2021
A Framework for Deprecating Datasets: Standardizing Documentation, Identification, and Communication A. Luccioni Frances Corry H. Sridharan Mike Ananny J. Schultz Kate Crawford 46 29 0 18 Oct 2021
Small Data and Process in Data Visualization: The Radical Translations Case Study Arianna Ciula Miguel Vieira Ginestra Ferraro Tiffany Ong S. Perovic Rosa Mucignat Niccolò Valmori Brecht Deseure E. Mannucci 6 1 0 18 Oct 2021
RL4RS: A Real-World Dataset for Reinforcement Learning based Recommender System Kai Wang Zhene Zou Minghao Zhao Qilin Deng Yue Shang Yile Liang Runze Wu Xudong Shen Tangjie Lyu Changjie Fan OffRL 23 9 0 18 Oct 2021
BEAMetrics: A Benchmark for Language Generation Evaluation Evaluation Thomas Scialom Felix Hill 20 7 0 18 Oct 2021
HumBugDB: A Large-scale Acoustic Mosquito Dataset Ivan Kiskin Marianne E. Sinka Adam D. Cobb Waqas Rafique Lawrence Wang ... E. Kaindoa G. Killeen Eva Herreros-Moya Katherine J. Willis Stephen J. Roberts 41 28 0 14 Oct 2021
Masader: Metadata Sourcing for Arabic Text and Speech Data Resources Zaid Alyafeai Maraim Masoud Mustafa Ghaleb Maged S. Al-Shaibani 36 25 0 13 Oct 2021
On Releasing Annotator-Level Labels and Information in Datasets Vinodkumar Prabhakaran Aida Mostafazadeh Davani Mark Díaz 17 144 0 12 Oct 2021
We Need to Talk About Data: The Importance of Data Readiness in Natural Language Processing Fredrik Olsson Magnus Sahlgren 14 1 0 11 Oct 2021
Chaos as an interpretable benchmark for forecasting and data-driven modelling W. Gilpin AI4TS 19 73 0 11 Oct 2021
Exploring constraints on CycleGAN-based CBCT enhancement for adaptive radiotherapy Suraj Pai MedIm 12 0 0 09 Oct 2021
Inferring Offensiveness In Images From Natural Language Supervision P. Schramowski Kristian Kersting 19 2 0 08 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
Trustworthy AI: From Principles to Practices Bo-wen Li Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 117 355 0 04 Oct 2021
The VVAD-LRS3 Dataset for Visual Voice Activity Detection Adrian Lubitz Matias Valdenegro-Toro Frank Kirchner 13 3 0 28 Sep 2021
Auditing AI models for Verified Deployment under Semantic Specifications Homanga Bharadhwaj De-An Huang Chaowei Xiao Anima Anandkumar Animesh Garg MLAU 25 6 0 25 Sep 2021
SoK: Machine Learning Governance Varun Chandrasekaran Hengrui Jia Anvith Thudi Adelin Travers Mohammad Yaghini Nicolas Papernot 30 16 0 20 Sep 2021
FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging Karim Lekadira Richard Osuala C. Gallin Noussair Lazrak Kaisar Kushibar ... Nickolas Papanikolaou Zohaib Salahuddin Henry C. Woodruff Philippe Lambin L. Martí-Bonmatí AI4TS 63 56 0 20 Sep 2021
Studying Up Machine Learning Data: Why Talk About Bias When We Mean Power? Milagros Miceli Julian Posada Tianling Yang 14 60 0 16 Sep 2021
Data Hunches: Incorporating Personal Knowledge into Visualizations Haihan Lin Derya Akbaba Miriah D. Meyer A. Lex 30 35 0 15 Sep 2021
HPOBench: A Collection of Reproducible Multi-Fidelity Benchmark Problems for HPO Katharina Eggensperger Philip Muller Neeratyoy Mallik Matthias Feurer René Sass Aaron Klein Noor H. Awad Marius Lindauer Frank Hutter 30 100 0 14 Sep 2021
Generating Datasets of 3D Garments with Sewing Patterns Maria Korosteleva Sung-Hee Lee 6 36 0 12 Sep 2021
Making Online Communities 'Better': A Taxonomy of Community Values on Reddit Galen Cassebeer Weld Amy X. Zhang Tim Althoff 53 31 0 11 Sep 2021
Toward a Perspectivist Turn in Ground Truthing for Predictive Computing Valerio Basile F. Cabitza Andrea Campagner Michael Fell 23 151 0 09 Sep 2021
Datasets: A Community Library for Natural Language Processing Quentin Lhoest Albert Villanova del Moral Yacine Jernite A. Thakur Patrick von Platen ... Thibault Goehringer Victor Mustar François Lagunas Alexander M. Rush Thomas Wolf 24 579 0 07 Sep 2021
MultiEURLEX -- A multi-lingual and multi-label legal document classification dataset for zero-shot cross-lingual transfer Ilias Chalkidis Manos Fergadiotis Ion Androutsopoulos AILaw 11 106 0 02 Sep 2021
Making the Invisible Visible: Risks and Benefits of Disclosing Metadata in Visualization Alyxander Burns Thai On C. Lee R. Shapiro Cindy Xiong Narges Mahyar 6 9 0 30 Aug 2021
SHIFT15M: Fashion-specific dataset for set-to-set matching with several distribution shifts Masanari Kimura Takuma Nakamura Yuki Saito OOD 31 3 0 30 Aug 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 21 22 0 27 Aug 2021
Sharing Practices for Datasets Related to Accessibility and Aging Rie Kamikubo Utkarsh Dwivedi Hernisa Kacorri 11 12 0 24 Aug 2021
A Framework for Understanding AI-Induced Field Change: How AI Technologies are Legitimized and Institutionalized B. Larsen 11 4 0 18 Aug 2021
Reusable Templates and Guides For Documenting Datasets and Models for Natural Language Processing and Generation: A Case Study of the HuggingFace and GEM Data and Model Cards Angelina McMillan-Major Salomey Osei Juan Diego Rodriguez Pawan Sasanka Ammanamanchi Sebastian Gehrmann Yacine Jernite 34 47 0 16 Aug 2021
Presenting an extensive lab- and field-image dataset of crops and weeds for computer vision tasks in agriculture Michael A. Beck Chen-Yi Liu C. Bidinosti C. Henry Cara M. Godee Manisha Ajmani 3DV VLM 20 5 0 12 Aug 2021
Retiring Adult: New Datasets for Fair Machine Learning Frances Ding Moritz Hardt John Miller Ludwig Schmidt 40 427 0 10 Aug 2021
Do Datasets Have Politics? Disciplinary Values in Computer Vision Dataset Development M. Scheuerman Emily L. Denton A. Hanna 14 203 0 09 Aug 2021
On Measures of Biases and Harms in NLP Sunipa Dev Emily Sheng Jieyu Zhao Aubrie Amstutz Jiao Sun ... M. Sanseverino Jiin Kim Akihiro Nishi Nanyun Peng Kai-Wei Chang 22 80 0 07 Aug 2021
Mitigating Dataset Harms Requires Stewardship: Lessons from 1000 Papers Kenny Peng Arunesh Mathur Arvind Narayanan 97 93 0 06 Aug 2021
An Ethical Framework for Guiding the Development of Affectively-Aware Artificial Intelligence Desmond C. Ong 11 28 0 29 Jul 2021
On the state of reporting in crowdsourcing experiments and a checklist to aid current practices Jorge M. Ramírez Burcu Sayin Marcos Báez Fabio Casati L. Cernuzzi B. Benatallah Gianluca Demartini 9 24 0 28 Jul 2021
QA Dataset Explosion: A Taxonomy of NLP Resources for Question Answering and Reading Comprehension Anna Rogers Matt Gardner Isabelle Augenstein 27 163 0 27 Jul 2021
Responsible and Regulatory Conform Machine Learning for Medicine: A Survey of Challenges and Solutions Eike Petersen Yannik Potdevin Esfandiar Mohammadi Stephan Zidowitz Sabrina Breyer ... Sandra Henn Ludwig Pechmann M. Leucker P. Rostalski Christian Herzog FaML AILaw OOD 19 21 0 20 Jul 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 21 158 0 15 Jul 2021
Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale Tasks A. Malinin Neil Band Ganshin Alexander German Chesnokov ... Roginskiy Denis Mariya Shmatova Panos Tigas Boris Yangel UQCV OOD 17 126 0 15 Jul 2021
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 240 590 0 14 Jul 2021
"Garbage In, Garbage Out" Revisited: What Do Machine Learning Application Papers Report About Human-Labeled Training Data? R. Geiger Dominique Cope Jamie Ip Marsha Lotosh Aayush Shah Jenny Weng Rebekah Tang 20 59 0 05 Jul 2021
Exploring Data Pipelines through the Process Lens: a Reference Model forComputer Vision Agathe Balayn B. Kulynych S. Guerses 14 4 0 05 Jul 2021
Ethics Sheets for AI Tasks Saif M. Mohammad 9 31 0 02 Jul 2021
An Information Retrieval Approach to Building Datasets for Hate Speech Detection Md. Mustafizur Rahman Dinesh Balakrishnan Dhiraj Murthy Mucahid Kutlu Matthew Lease 10 24 0 17 Jun 2021
Modeling Worlds in Text Prithviraj Ammanabrolu Mark O. Riedl VGen LM&Ro 11 14 0 17 Jun 2021