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Vaughan, Jennifer Wortman

  1. Datasheets for Datasets
    2018/03/23 by Timnit Gebru, Gebru, Timnit, Jamie Morgenstern +12 · 7 voices · 277 citations
    Decision Sciences · Computer Science · #cs.DB #cs.AI #cs.LG
  2. AI Transparency in the Age of LLMs: A Human-Centered Research Roadmap
    2023/06/02 by Q. Vera Liao, Jennifer Wortman Vaughan, Liao, Q. Vera +1 · 1 voice · 21 citations
    Computer Science · #Speech and dialogue systems #Topic Modeling #cs.AI #cs.CY #cs.HC
  3. Machine Unlearning Doesn't Do What You Think: Lessons for Generative AI Policy and Research
    2024/12/09 by A. Feder Cooper, Christopher A. Choquette-Choo, Cooper, A. Feder +75 · 5 voices · 11 citations
    Computer Science · Social Sciences · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #cs.AI #cs.CY #cs.LG
  4. Manipulating and Measuring Model Interpretability
    2018/02/21 by Poursabzi-Sangdeh, Forough, Goldstein, Daniel G., Hofman, Jake M. +2 · 17 citations
    #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #FOS: Computer and information sciences #I.2
  5. Position: Evaluating Generative AI Systems Is a Social Science Measurement Challenge
    2025/02/01 by Hanna Wallach, Wallach, Hanna, Meera Desai +37 · 3 voices · 18 citations
    #cs.CY
  6. Understanding the Role of Human Intuition on Reliance in Human-AI Decision-Making with Explanations
    2023/01/18 by Valerie Chen, Q. Vera Liao, Chen, Valerie +5 · 17 citations
    Computer Science · Decision Sciences · #Explainable Artificial Intelligence (XAI) #Forecasting Techniques and Applications #Decision-Making and Behavioral Economics
  7. Adaptive Contract Design for Crowdsourcing Markets: Bandit Algorithms for Repeated Principal-Agent Problems
    2014/05/12 by Chien-Ju Ho, Ho, Chien-Ju, Aleksandrs Slivkins +3 · 9 citations
    Business, Management and Accounting · Decision Sciences · #Advanced Bandit Algorithms Research #Auction Theory and Applications #Computer Science and Game Theory (cs.GT) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Supply Chain and Inventory Management
  8. Assessing the Fairness of AI Systems: AI Practitioners' Processes, Challenges, and Needs for Support
    2021/12/10 by Michael Madaio, Madaio, Michael, Lisa Egede +7 · 12 citations
    Social Sciences · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC)
  9. Evaluating Generative AI Systems is a Social Science Measurement Challenge
    2024/11/17 by Hanna Wallach, Wallach, Hanna, Meera Desai +37 · 3 voices · 10 citations
    Social Sciences · #Computational and Text Analysis Methods #cs.CY
  10. Has the Machine Learning Review Process Become More Arbitrary as the Field Has Grown? The NeurIPS 2021 Consistency Experiment
    2023/06/05 by Beygelzimer, Alina, Dauphin, Yann N., Liang, Percy +1 · 9 citations
    #Digital Libraries (cs.DL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  11. Designerly Understanding: Information Needs for Model Transparency to Support Design Ideation for AI-Powered User Experience
    2023/02/21 by Q. Vera Liao, Liao, Q. Vera, Hariharan Subramonyam +5 · 8 citations
    Social Sciences · Computer Science · #Ethics and Social Impacts of AI #Open Source Software Innovations
  12. Understanding Machine Learning Practitioners' Data Documentation Perceptions, Needs, Challenges, and Desiderata
    2022/06/06 by Amy Heger, Elizabeth Marquis, Heger, Amy K. +7 · 5 citations
    Business, Management and Accounting · Social Sciences · #Big Data and Business Intelligence #Ethics and Social Impacts of AI
  13. Canvil: Designerly Adaptation for LLM-Powered User Experiences
    2024/01/17 by K. J. Kevin Feng, Feng, K. J. Kevin, Q. Vera Liao +9 · 1 voice · 5 citations
    #cs.HC
  14. The Externalities of Exploration and How Data Diversity Helps\n Exploitation
    2018/06/01 by Manish Raghavan, Raghavan, Manish, Aleksandrs Slivkins +5 · 3 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Auction Theory and Applications #Computers and Society (cs.CY) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Crowdsensing and Crowdsourcing
  15. GAM Changer: Editing Generalized Additive Models with Interactive Visualization
    2021/12/06 by Wang, Zijie J., Kale, Alex, Nori, Harsha +6 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG)
  16. A New Understanding of Prediction Markets Via No-Regret Learning
    2010/02/26 by Chen, Yiling, Vaughan, Jennifer Wortman · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  17. Censored Exploration and the Dark Pool Problem
    2012/05/09 by Ganchev, Kuzman, Kearns, Michael, Nevmyvaka, Yuriy +1 · 1 citation
    #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  18. Oracle-Efficient Online Learning and Auction Design
    2016/11/05 by Dudík, Miroslav, Haghtalab, Nika, Luo, Haipeng +3 · 1 citation
    #Computer Science and Game Theory (cs.GT) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  19. Using Search Queries to Understand Health Information Needs in Africa
    2018/06/14 by Abebe, Rediet, Hill, Shawndra, Vaughan, Jennifer Wortman +2 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computers and Society (cs.CY) #FOS: Computer and information sciences
  20. Open Datasheets: Machine-readable Documentation for Open Datasets and Responsible AI Assessments
    2023/12/11 by A. Roman, Roman, Anthony Cintron, Jennifer Wortman Vaughan +11 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG)
  21. Toward Fairness in AI for People with Disabilities: A Research Roadmap
    2019/07/04 by Guo, Anhong, Kamar, Ece, Vaughan, Jennifer Wortman +2 · 1 citation
    #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC)
  22. Weight of Evidence as a Basis for Human-Oriented Explanations
    2019/10/29 by Alvarez-Melis, David, Daumé, Hal, Vaughan, Jennifer Wortman +1 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  23. Greedy Algorithm almost Dominates in Smoothed Contextual Bandits
    2020/05/19 by Raghavan, Manish, Slivkins, Aleksandrs, Vaughan, Jennifer Wortman +1 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  24. Challenges in Human-Agent Communication
    2024/11/28 by Gagan Bansal, Jennifer Wortman Vaughan, Bansal, Gagan +13 · 3 citations
    Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Robotics and Automated Systems
  25. Designing Disaggregated Evaluations of AI Systems: Choices,\n Considerations, and Tradeoffs
    2021/03/10 by Solon Barocas, Barocas, Solon, Anhong Guo +13 · 1 citation
    Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  26. Examining the Expanding Role of Synthetic Data Throughout the AI Development Pipeline
    2025/01/30 by Kapania, Shivani, Ballard, Stephanie, Kessler, Alex +1 · 3 citations
    #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC)
  27. How do Authors' Perceptions of their Papers Compare with Co-authors' Perceptions and Peer-review Decisions?
    2022/11/22 by Charvi Rastogi, Ivan Stelmakh, Rastogi, Charvi +17 · 2 citations
    Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Databases (cs.DB) #Digital Libraries (cs.DL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering Research
  28. From Human Explanation to Model Interpretability: A Framework Based on Weight of Evidence
    2021/04/27 by Alvarez-Melis, David, Kaur, Harmanpreet, Daumé, Hal +2 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)