@InProceedings{bhatia_et_al:LIPIcs.ITCS.2021.55, author = {Bhatia, Kush and Bartlett, Peter L. and Dragan, Anca D. and Steinhardt, Jacob}, title = {{Agnostic Learning with Unknown Utilities}}, booktitle = {12th Innovations in Theoretical Computer Science Conference (ITCS 2021)}, pages = {55:1--55:20}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-177-1}, ISSN = {1868-8969}, year = {2021}, volume = {185}, editor = {Lee, James R.}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.ITCS.2021.55}, URN = {urn:nbn:de:0030-drops-135947}, doi = {10.4230/LIPIcs.ITCS.2021.55}, annote = {Keywords: agnostic learning, learning by comparisons, utility estimation, active learning} }