Publications (4)
Rationalize: Shared Semantic Reasoning for Human-AI Alignment
Aritra Dasgupta, Naga Datha Saikiran Battula, Avina Nakarmi +3
We introduce Rationalize, a role-pair framework for shared semantic reasoning between humans and AI models in data-driven sensemaking. Building on ideas in human-machine teaming an…
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…
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…
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…