3 papers
stat.ML2026
Online Social Welfare Function-based Resource Allocation
Kanad Pardeshi, Samsara Foubert, Aarti Singh
In many real-world settings, a centralized decision-maker must repeatedly allocate finite resources to a population over multiple time steps. Individuals who receive a resource der…
stat.ML2025
OEUVRE: OnlinE Unbiased Variance-Reduced loss Estimation
Kanad Pardeshi, Bryan Wilder, Aarti Singh
Online learning algorithms continually update their models as data arrive, making it essential to accurately estimate the expected loss at the current time step. The prequential me…
cs.GT2024
Learning Social Welfare Functions
Kanad Shrikar Pardeshi, Itai Shapira, Ariel D. Procaccia +1
Is it possible to understand or imitate a policy maker's rationale by looking at past decisions they made? We formalize this question as the problem of learning social welfare func…