4 papers · 1 filter
What Can Firms Do in the Face of Model Distillation?
Diptangshu Sen, Jibang Wu, Juba Ziani
Model distillation has become a major concern in the rapidly growing generative AI discourse. In its simplest form, distillation is the phenomenon where smaller firms can use data…
Effort Matters in Score-Based Admissions: How Retaking and Aggregation Shape Test Scores
Christine Ling, Diptangshu Sen, Juba Ziani
Observed standardized test scores are the result of an endogenous process: students strategically allocate effort across multiple retake attempts to improve their outcomes. Because…
The Impact of Competition on Outcomes of Score-Based College Admissions
George Bentley, Diptangshu Sen, Juba Ziani
We study how the design of admissions policies affects the ability of students admitted to universities. In our model, applicants have a multi-dimensional ability, which is a combi…
Data Sharing with Endogenous Choices over Differential Privacy Levels
Raef Bassily, Kate Donahue, Diptangshu Sen +2
Motivated by the rapid push to decentralize sharing of data, we study whether large-scale data sharing coalitions can form in a decentralized manner under differential privacy when…