We thank participants in HUJI’s BEE, JESC, and Rationality Retreat, the Israel Economic Association’s Annual Meeting, FAIR Midway Conference (NHH), Solomon Lew Conference on Behavioral Economics (TAU), EC 2023, NBER’s Data Privacy Workshop, and BGU for useful feedback and ideas, and Bnaya Dreyfuss, Ofer Glicksohn and Guy Ishai for comments. For financial support, we acknowledge the following. Dekel and Ligett: The United States Air Force and DARPA under contracts FA8750-16-C-0022 and FA8750-19-2-0222, and the Federmann Cyber Security Center in conjunction with the Israel national cyber directorate. Cummings: NSF grants CNS-1850187 and CNS-1942772 (CAREER), the Defense Advanced Research Projects Agency under contract number W911NF-21-1-0371, a Mozilla Research Grant, a JPMorgan Chase Faculty Research Award, a Google Research Fellowship, and an Apple Privacy-Preserving Machine Learning Award; part of this work was completed while Cummings was affiliated with the California Institute of Technology and the Georgia Institute of Technology, and while visiting the Simons Institute for the Theory of Computing and the Hebrew University of Jerusalem. Heffetz: Israel Science Foundation (grant no. 1680/16), and the S.C. Johnson Graduate School of Management; part of this work was completed while Heffetz was visiting the School for Public and International Affairs (SPIA) at Princeton University. Ligett: NSF grants CNS-1254169 and CNS-1518941, US-Israel Binational Science Foundation grant 2012348, Israel Science Foundation (ISF) grant #1044/16, Israeli Science Foundation (ISF) grant #2861/20, a Google Faculty Research award, Simons Foundation Mathematical and Physical Science Collaboration number 733792, a gift to the McCourt School of Public Policy and Georgetown University, and a grant from the Israeli National Data Science initiative; part of this work was done while Ligett was visiting the Simons Institute for the Theory of Computing. The views expressed herein are those of the authors and do not necessarily reflect the views of the National Bureau of Economic Research.