Publications

*=equal contribution; **=equal advising

Peer-Reviewed Publications

What Are the Chances? Explaining the Epsilon Parameter in Differential Privacy
Priyanka Nanayakkara, Mary Anne Smart, Rachel Cummings**, Gabriel Kaptchuk**, Elissa Redmiles**
USENIX Security Symposium 2023 | PDF

What’s Driving Conflicts in Debates around Differential Privacy for the U.S. Census
Priyanka Nanayakkara and Jessica Hullman
IEEE S&P Magazine | PDF

Examining Responsibility and Deliberation in AI Impact Statements and Ethics Reviews
David Liu*, Priyanka Nanayakkara*, Sarah Sakha, Grace Abuhamad, Su Lin Blodgett, Nicholas Diakopoulos, Jessica Hullman, Tina Eliassi-Rad
AIES 2022 | PDF

The worst of both worlds: A comparative analysis of errors in learning from data in psychology and machine learning
Jessica Hullman, Sayash Kapoor, Priyanka Nanayakkara, Andrew Gelman, Arvind Narayanan
AIES 2022 | PDF

Visualizing Privacy–Utility Trade-Offs in Differentially Private Data Releases
Priyanka Nanayakkara, Johes Bater, Xi He, Jessica Hullman, Jennie Rogers
PETS 2022 | PDF | demo | video | blog post | another blog post
Spotlight talk at TPDP @ ICML 2022 | video

Unpacking the expressed consequences of AI research in broader impact statements
Priyanka Nanayakkara, Jessica Hullman, Nicholas Diakopoulos
AIES 2021 | PDF | blog post | video


Peer-Reviewed Workshop Papers and Non-Archival Publications

Measure-Observe-(Re)measure: An Interactive Paradigm for Differentially-Private Exploratory Analysis
Priyanka Nanayakkara, Hyeok Kim, Yifan Wu, Ali Sarvghad, Narges Mahyar, Gerome Miklau, Jessica Hullman
TPDP 2023

Models Matter: Setting Accurate Privacy Expectations for Local and Central Differential Privacy
Mary Anne Smart, Priyanka Nanayakkara, Rachel Cummings**, Gabriel Kaptchuk**, Elissa Redmiles**
TPDP 2023

What Are the Chances? Explaining the Epsilon Parameter in Differential Privacy
Priyanka Nanayakkara, Mary Anne Smart, Rachel Cummings**, Gabriel Kaptchuk**, Elissa Redmiles**
TPDP 2023

Whose Policy? Privacy Challenges of Decentralized Platforms
Sohyeon Hwang, Priyanka Nanayakkara, Yan Shvartzshnaider
CHI 2023 Design Policy Workshop | PDF

Improving Education on Differential Privacy Protections
Mary Anne Smart*, Priyanka Nanayakkara*, Rachel Cummings**, Gabriel Kaptchuk**, Elissa Redmiles**
CHI 2023 Privacy Interventions and Education (PIE) Workshop

Improving Communication with End Users About Differential Privacy
Priyanka Nanayakkara*, Mary Anne Smart*, Rachel Cummings**, Gabriel Kaptchuk**, Elissa M. Redmiles**
TPDP 2022, CI Symposium 2022

Anticipatory ethics and the role of uncertainty
Priyanka Nanayakkara, Nicholas Diakopoulos, Jessica Hullman
Navigating the Broader Impacts of AI Research Workshop at NeurIPS 2020 | PDF | video

Toward better communication of uncertainty in science journalism
Priyanka Nanayakkara and Jessica Hullman
Computation + Journalism 2020 | PDF