Featured Publications General Scales Unlock AI Evaluation with Explanatory and Predictive Power Authors: Peter Henderson, et al (See article for full list of authors)March 2025 Privacy Auditing of Large Language Models Authors: Ashwinee Panda, Xinyu Tang, Milad Nasr, Christopher A. Choquette-Choo, and Prateek MittalMarch 2025 Trust and Friction: Negotiating How Information Flows Through Decentralized Social Media Authors: Sohyeon Hwang, Priyanka Nanayakkara, Yan Shvartzshnaider (former CITP fellow)March 2025 VLDBench: Vision Language Models Disinformation Detection Benchmark Authors: Arvind Narayanan, et al (See article for full list of authors)February 2025 FairFare: A Tool for Crowdsourcing Rideshare Data to Empower Labor Organizers Authors: Dana Calacci, Varun Nagaraj Rao, Samantha Dalal, Catherine Di, Kok-Wei Pua, Andrew Schwartz, Danny Spitzberg, and Andrés Monroy-Hernández.February 2025 The Mirage of Artificial Intelligence Terms of Use Restrictions Authors: Peter Henderson and Mark A. LemleyDecember 2024 On Evaluating the Durability of Safeguards for Open-Weight LLMs Authors: Xiangyu Qi, Boyi Wei, Nicholas Carlini,Yangsibo Huang, Tinghao Xie, Luxi He, Matthew Jagielski, Milad Nasr, Prateek Mittal, and Peter Henderson.December 2024 Consensus-based Recommendations for Machine-learning-based Science Princeton University Authors: Sayash Kapoor, Emily Cantrell, Thanh Hien (Hien) Pham, Matthew Salganik, Brandon M. Stewart, Arvind Narayanan, et al (See article for full list of authors)May 2024 Building Dreams Beyond Labor: Worker Autonomy in the Age of AI Author: Dana CalacciNovember 2023 Reports Request for Comments on the U.S. Artificial Intelligence Safety Institute’s Draft Document: Managing Misuse Risk for Dual Use Foundation Models Preview Request for Comments on the U.S. Artificial Intelligence Safety Institute’s Draft Document: Managing Misuse Risk for Dual Use Foundation ModelsDownload Request for Comments on the U.S. Artificial Intelligence Safety Institute’s Draft Document: Managing Misuse Risk for Dual Use Foundation Models Authors: Sayash Kapoor, Mihir Kshirsagar, Arvind Narayanan, Benedikt StröblSeptember 2024 Call for Transparency in Rideshare Platform Operations Preview Call for Transparency in Rideshare Platform OperationsDownload Call for Transparency in Rideshare Platform Operations Authors: Varun Nagaraj Rao, Samantha Dalal, Dana Calacci, Andrés Monroy-HernándezJune 2024 Amicus Brief of the Princeton University Center for Information Technology Policy Tech Policy Clinic Preview Amicus Brief of the Princeton University Center for Information Technology Policy Tech Policy ClinicDownload Amicus Brief of the Princeton University Center for Information Technology Policy Tech Policy Clinic Authors: Nia Brazzell and Mihir KshirsagarDecember 2023 Securing the Public Key Infrastructure Workshop Report Preview Securing the Public Key Infrastructure Workshop ReportDownload Securing the Public Key Infrastructure Workshop Report Authors: Henry Birge-Lee, Grace Cimaszewski, Liang Wang, Klaudia Jaźwińska, Prateek Mittal, Mihir Kshirsagar, and Jen RexfordDecember 2023 Comments on Technological Modernization REG 2013-01 Preview Comments on Technological Modernization REG 2013-01Download Comments on Technological Modernization REG 2013-01 Authors: Nia Brazzell, Mihir KshirsagarJanuary 2023 Commercial Surveillance ANPR R111004 Preview Commercial Surveillance ANPR R111004Download Commercial Surveillance ANPR R111004 Authors: Nia Brazzell, Jordan Brensinger, Shaanon Cohney, Sayash Kapoor, Mihir Kshirsagar, Katrina Ligett, Jonathan Mayer, Arvind NarayananNovember 2022 In the Matter of Secure Internet Routing, P.S. Docket No. 22-90 Preview In the Matter of Secure Internet Routing, P.S. Docket No. 22-90Download In the Matter of Secure Internet Routing, P.S. Docket No. 22-90 Authors: Henry Birge-Lee, Nick Feamster, Mihir Kshirsagar, Prateek Mittal, Jennifer RexfordApril 2022 Response to Request for Information to the Update of the National Artificial Intelligence Research and Development Strategic Plan Preview Response to Request for Information to the Update of the National Artificial Intelligence Research and Development Strategic PlanDownload Response to Request for Information to the Update of the National Artificial Intelligence Research and Development Strategic Plan Authors: Sayash Kapoor, Mihir Kshirsagar, Solon Barocas, Arvind NarayananMarch 2022 RFI Response: National AI Research Resource Preview RFI Response: National AI Research ResourceDownload RFI Response: National AI Research Resource Authors: Sayash Kapoor, Mihir Kshirsagar, Arvind NarayananSeptember 2021 Comments on Endorsement Guides, P204500 Preview Comments on Endorsement Guides, P204500Download Comments on Endorsement Guides, P204500 Authors: Marshini Chetty, Mihir Kshirsagar, Arunesh Mathur, Jonathan Mayer, Arvind NarayananJune 2020 Comments on Revised Proposed Regulations Implementing the California Consumer Privacy Act Preview Comments on Revised Proposed Regulations Implementing the California Consumer Privacy ActDownload Comments on Revised Proposed Regulations Implementing the California Consumer Privacy Act Authors: Marshini Chetty, Shaanan Cohney, Mihir Kshirsagar, Arunesh Mathur, Jonathan Mayer, Arvind Narayanan, Ross Teixeira, Ari Ezra WaldmanFebruary 2020 Comments on COPPA Rule Review, 16 CFR part 312, Project No. P195404 Preview Comments on COPPA Rule Review, 16 CFR part 312, Project No. P195404Download Comments on COPPA Rule Review, 16 CFR part 312, Project No. P195404 Authors: Marshini Chetty, Edward W. Felten, Mihir Kshirsagar, Arunesh Mathur, Jonathan Mayer, Arvind Narayanan, Victor Ongkowijaya, Matthew J. Salganik, Madelyn Sanfilippo, Ari Ezra WaldmanDecember 2019 Report on Enhancing the Security of Data Breach Notifications and Settlement Notices Preview Report on Enhancing the Security of Data Breach Notifications and Settlement NoticesDownload Report on Enhancing the Security of Data Breach Notifications and Settlement Notices Authors: Ryan B. Amos, Mihir Kshirsagar, Edward W. Felten, Arvind NarayananNovember 2019 Comments on Safeguards Rule, 16 CFR part 314, Project No. P145407 Preview Comments on Safeguards Rule, 16 CFR part 314, Project No. P145407Download Comments on Safeguards Rule, 16 CFR part 314, Project No. P145407 Authors: Ryan B. Amos, Tithi Chattopadhyay, Edward W. Felten, Mihir Kshirsagar, Jonathan Mayer, Arvind NarayananAugust 2019