Publication Deconstructing NLG Evaluation: Evaluation Practices, Assumptions, and Their Implications Kaitlyn Zhou, Su Lin Blodgett, Adam Trischler, Hal Daumé III, Kaheer Suleman, Alexandra Olteanu NAACL 2022 | May 2022
Publication REAL ML: Recognizing, Exploring, and Articulating Limitations of Machine Learning Research Jessie J. Smith, Saleema Amershi, Solon Barocas, Hanna Wallach, Jennifer Wortman Vaughan FAccT 2022 | May 2022 Project
Publication Sample-Efficient Reinforcement Learning in the Presence of Exogenous Information Yonathan Efroni, Dylan Foster, Dipendra Misra, Akshay Krishnamurthy, John Langford 2022 Conference on Learning Theory | May 2022
Publication Provably Filtering Exogenous Distractors using Multistep Inverse Dynamics Yonathan Efroni, Dipendra Misra, Akshay Krishnamurthy, Alekh Agarwal, John Langford ICLR 2022 | April 2022
Publication Efficient and optimal algorithms for contextual dueling bandits under realizability Akshay Krishnamurthy, Aadirupa Saha International Conference on Algorithmic Learning Theory | April 2022
Publication Exploiting Correlation to Achieve Faster Learning Rates in Low-Rank Preference Bandits Suprovat Ghoshal, Aadirupa Saha AISTATS 2022 | February 2022
Publication Assessing the Fairness of AI Systems: AI Practitioners’ Processes, Challenges, and Needs for Support Michael Madaio, Lisa Egede, Hariharan Subramonyam, Jennifer Wortman Vaughan, Hanna Wallach 25th ACM Conference on Computer-Supported Cooperative Work and Social Computing (CSCW 2022) | February 2022
Publication Meta Learning MDPs with linear transition models Robert Müller, Aldo Pacchiano January 2022
Publication A Human-Centered Agenda for Intelligible Machine Learning Jennifer Wortman Vaughan, Hanna Wallach In Machines We Trust: Perspectives on Dependable AI | Published by MIT Press | 2021 Project
Publication GAM Changer: Editing Generalized Additive Models with Interactive Visualization Zijie J. Wang, Alex Kale, Harsha Nori, Peter Stella, Mark Nunnally, Duen Horng Chau, Mihaela Vorvoreanu, Jennifer Wortman Vaughan, Rich Caruana 2021 Neural Information Processing Systems | December 2021 Github
Research
Research