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cs.LG2025
Mind the Gaps: Auditing and Reducing Group Inequity in Large-Scale Mobility Prediction
Ashwin Kumar, Hanyu Zhang, David A. Schweidel +1
Next location prediction underpins a growing number of mobility, retail, and public-health applications, yet its societal impacts remain largely unexplored. In this paper, we audit…
cs.LG2025
DECAF: Learning to be Fair in Multi-agent Resource Allocation
Ashwin Kumar, William Yeoh
A wide variety of resource allocation problems operate under resource constraints that are managed by a central arbitrator, with agents who evaluate and communicate preferences ove…