3 papers
cs.LG2026
Label Curation Using Agentic AI
Subhodeep Ghosh, Bayan Divaaniaazar, Md Ishat-E-Rabban +2
Data annotation is essential for supervised learning, yet producing accurate, unbiased, and scalable labels remains challenging as datasets grow in size and modality. Traditional h…
cs.LG2026
Continuous Fairness On Data Streams
Subhodeep Ghosh, Zhihui Du, Angela Bonifati +3
We study the problem of enforcing continuous group fairness over windows in data streams. We propose a novel fairness model that ensures group fairness at a finer granularity level…
cs.DB2025
Personalized Top-k Set Queries Over Predicted Scores
Sohrab Namazi Nia, Subhodeep Ghosh, Senjuti Basu Roy +1
This work studies the applicability of expensive external oracles such as large language models in answering top-k queries over predicted scores. Such scores are incurred by user-d…