Ethical Considerations for Responsible Data Curation

7 February 2023

Orestis Papakyriakopoulos

Alice Xiang

ArXiv PDF HTML

Papers citing "Ethical Considerations for Responsible Data Curation"

50 / 119 papers shown

Title
TEDI: Trustworthy and Ethical Dataset Indicators to Analyze and Compare Dataset Documentation Wiebke Hutiri Mircea Cimpoi M. Scheuerman Victoria Matthews Alice Xiang 130 0 0 23 May 2025
Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color William Thong Przemyslaw K. Joniak Alice Xiang 51 20 0 10 Sep 2023
Skin Deep: Investigating Subjectivity in Skin Tone Annotations for Computer Vision Benchmark Datasets Teanna Barrett Quan Ze Chen Amy X. Zhang 67 13 0 15 May 2023
DataComp: In search of the next generation of multimodal datasets S. Gadre Gabriel Ilharco Alex Fang J. Hayase Georgios Smyrnis ... A. Dimakis J. Jitsev Y. Carmon Vaishaal Shankar Ludwig Schmidt VLM 68 434 0 27 Apr 2023
A View From Somewhere: Human-Centric Face Representations Jerone T. A. Andrews Przemyslaw K. Joniak Alice Xiang CVBM 41 9 0 30 Mar 2023
GeoDE: a Geographically Diverse Evaluation Dataset for Object Recognition V. V. Ramaswamy S. Lin Dora Zhao Aaron B. Adcock Laurens van der Maaten Deepti Ghadiyaram Olga Russakovsky 70 37 0 05 Jan 2023
Picking on the Same Person: Does Algorithmic Monoculture lead to Outcome Homogenization? Rishi Bommasani Kathleen A. Creel Ananya Kumar Dan Jurafsky Percy Liang 51 83 0 25 Nov 2022
Men Also Do Laundry: Multi-Attribute Bias Amplification Dora Zhao Jerone T. A. Andrews Alice Xiang FaML 64 21 0 21 Oct 2022
LAION-5B: An open large-scale dataset for training next generation image-text models Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 139 3,438 0 16 Oct 2022
Making Intelligence: Ethical Values in IQ and ML Benchmarks Borhane Blili-Hamelin Leif Hancox-Li 53 16 0 01 Sep 2022
Robots Enact Malignant Stereotypes Andrew Hundt William Agnew V. Zeng Severin Kacianka Matthew C. Gombolay LM&Ro 58 43 0 23 Jul 2022
Regulating Facial Processing Technologies: Tensions Between Legal and Technical Considerations in the Application of Illinois BIPA Rui-Jie Yew Alice X. Xiang 45 12 0 15 May 2022
Social Inclusion in Curated Contexts: Insights from Museum Practices Han-yin Huang Cynthia C. S. Liem 40 14 0 10 May 2022
An Examination of Bias of Facial Analysis based BMI Prediction Models Hera Siddiqui A. Rattani K. Ricanek Twyla J. Hill CVBM 67 13 0 21 Apr 2022
Data Cards: Purposeful and Transparent Dataset Documentation for Responsible AI Mahima Pushkarna Andrew Zaldivar Oddur Kjartansson AI4TS 69 211 0 03 Apr 2022
Quantifying Societal Bias Amplification in Image Captioning Yusuke Hirota Yuta Nakashima Noa Garcia 42 48 0 29 Mar 2022
Healthsheet: Development of a Transparency Artifact for Health Datasets Negar Rostamzadeh Diana Mincu Subhrajit Roy A. Smart Lauren Wilcox Mahima Pushkarna Jessica Schrouff Razvan Amironesei Nyalleng Moorosi Katherine A. Heller 69 63 0 26 Feb 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 72 111 0 16 Feb 2022
Jury Learning: Integrating Dissenting Voices into Machine Learning Models Mitchell L. Gordon Michelle S. Lam J. Park Kayur Patel Jeffrey T. Hancock Tatsunori Hashimoto Michael S. Bernstein 68 151 0 07 Feb 2022
Natural Language Descriptions of Deep Visual Features Evan Hernandez Sarah Schwettmann David Bau Teona Bagashvili Antonio Torralba Jacob Andreas MILM 288 121 0 26 Jan 2022
Gendered Differences in Face Recognition Accuracy Explained by Hairstyles, Makeup, and Facial Morphology Vítor Albiero Kai Zhang Michael C. King Kevin W. Bowyer CVBM 49 49 0 29 Dec 2021
Whose Ground Truth? Accounting for Individual and Collective Identities Underlying Dataset Annotation Emily L. Denton Mark Díaz Ian D Kivlichan Vinodkumar Prabhakaran Rachel Rosen 62 67 0 08 Dec 2021
Reduced, Reused and Recycled: The Life of a Dataset in Machine Learning Research Bernard Koch Emily L. Denton A. Hanna J. Foster 91 149 0 03 Dec 2021
AI and the Everything in the Whole Wide World Benchmark Inioluwa Deborah Raji Emily M. Bender Amandalynne Paullada Emily L. Denton A. Hanna 72 305 0 26 Nov 2021
LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs Christoph Schuhmann Richard Vencu Romain Beaumont R. Kaczmarczyk Clayton Mullis Aarush Katta Theo Coombes J. Jitsev Aran Komatsuzaki VLM MLLM CLIP 208 1,422 0 03 Nov 2021
Measuring Hidden Bias within Face Recognition via Racial Phenotypes Seyma Yucer Furkan Tektas Noura Al Moubayed T. Breckon CVBM 49 25 0 19 Oct 2021
A Framework for Deprecating Datasets: Standardizing Documentation, Identification, and Communication A. Luccioni Frances Corry H. Sridharan Mike Ananny J. Schultz Kate Crawford 81 30 0 18 Oct 2021
Ego4D: Around the World in 3,000 Hours of Egocentric Video Kristen Grauman Andrew Westbury Eugene Byrne Zachary Chavis Antonino Furnari ... Mike Zheng Shou Antonio Torralba Lorenzo Torresani Mingfei Yan Jitendra Malik EgoV 363 1,086 0 13 Oct 2021
Quantifying the Invisible Labor in Crowd Work Carlos Toxtli Siddharth Suri Saiph Savage 61 93 0 01 Oct 2021
Sharing Practices for Datasets Related to Accessibility and Aging Rie Kamikubo Utkarsh Dwivedi Hernisa Kacorri 35 12 0 24 Aug 2021
Understanding and Mitigating Annotation Bias in Facial Expression Recognition Yunliang Chen Jungseock Joo CVBM 66 84 0 19 Aug 2021
Privacy-Preserving Machine Learning: Methods, Challenges and Directions Runhua Xu Nathalie Baracaldo J. Joshi 60 103 0 10 Aug 2021
Do Datasets Have Politics? Disciplinary Values in Computer Vision Dataset Development M. Scheuerman Emily L. Denton A. Hanna 72 209 0 09 Aug 2021
Mitigating Dataset Harms Requires Stewardship: Lessons from 1000 Papers Kenny Peng Arunesh Mathur Arvind Narayanan 133 96 0 06 Aug 2021
CrowdSpeech and VoxDIY: Benchmark Datasets for Crowdsourced Audio Transcription Nikita Pavlichenko Ivan Stelmakh Dmitry Ustalov 56 19 0 02 Jul 2021
Understanding and Evaluating Racial Biases in Image Captioning Dora Zhao Angelina Wang Olga Russakovsky 54 138 0 16 Jun 2021
Institutionalising Ethics in AI through Broader Impact Requirements Carina E. A. Prunkl Carolyn Ashurst Markus Anderljung Helena Webb Jan Leike Allan Dafoe 29 70 0 30 May 2021
A Step Toward More Inclusive People Annotations for Fairness Candice Schumann Susanna Ricco Utsav Prabhu V. Ferrari C. Pantofaru 52 64 0 05 May 2021
Privacy-Preserving Portrait Matting Jizhizi Li Sihan Ma Jing Zhang Dacheng Tao PICV 67 61 0 29 Apr 2021
Beyond Fair Pay: Ethical Implications of NLP Crowdsourcing Boaz Shmueli Jan Fell Soumya Ray Lun-Wei Ku 153 87 0 20 Apr 2021
Towards Measuring Fairness in AI: the Casual Conversations Dataset C. Hazirbas Joanna Bitton Brian Dolhansky Jacqueline Pan Albert Gordo Cristian Canton Ferrer EGVM 78 93 0 06 Apr 2021
A Study of Face Obfuscation in ImageNet Kaiyu Yang Jacqueline Yau Li Fei-Fei Jia Deng Olga Russakovsky PICV CVBM 70 145 0 10 Mar 2021
On Interaction Between Augmentations and Corruptions in Natural Corruption Robustness Eric Mintun A. Kirillov Saining Xie 76 95 0 22 Feb 2021
One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer Vision Zaid Khan Y. Fu 168 53 0 03 Feb 2021
Emergent Unfairness in Algorithmic Fairness-Accuracy Trade-Off Research A. Feder Cooper Ellen Abrams FaML 67 60 0 01 Feb 2021
About Face: A Survey of Facial Recognition Evaluation Inioluwa Deborah Raji G. Fried CVBM 58 54 0 01 Feb 2021
Detecting discriminatory risk through data annotation based on Bayesian inferences E. Beretta A. Vetrò Bruno Lepri Juan Carlos De Martin 48 20 0 27 Jan 2021
Investigating Bias in Image Classification using Model Explanations S. Tong Lalana Kagal FaML FAtt XAI 47 15 0 10 Dec 2020
Data and its (dis)contents: A survey of dataset development and use in machine learning research Amandalynne Paullada Inioluwa Deborah Raji Emily M. Bender Emily L. Denton A. Hanna 111 522 0 09 Dec 2020
An Ethical Highlighter for People-Centric Dataset Creation Margot Hanley Apoorv Khandelwal Hadar Averbuch-Elor Noah Snavely Helen Nissenbaum 48 19 0 27 Nov 2020