8 papers
ASMR: Agentic Schema Generation for Ship Maintenance Report Writing
Sohrab Namazi Nia, Amogh Dalal, Ning Sa +6
In this paper, we study the automatic schema generation problem: given a collection of historical ship maintenance and operational reports across multiple form categories, automati…
Human-Data Interaction, Exploration, and Visualization in the AI Era: Challenges and Opportunities
Jean-Daniel Fekete, Yifan Hu, Dominik Moritz +8
The rapid advancement of AI is transforming human-centered systems, with profound implications for human-AI interaction, human-data interaction, and visual analytics. In the AI era…
Multi-Attribute Group Fairness in -NN Queries on Vector Databases
Thinh On, Senjuti Basu Roy, Baruch Schieber
We initiate the study of multi-attribute group fairness in -nearest neighbor (-NN) search over vector databases. Unlike prior work that optimizes efficiency or query filterin…
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…
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…
Aegis: A Correlation-Based Data Masking Advisor for Data Sharing Ecosystems
Omar Islam Laskar, Fatemeh Ramezani Khozestani, Ishika Nankani +3
Data sharing ecosystems connect providers, consumers, and intermediaries to facilitate the exchange and use of data for a wide range of downstream tasks. In sensitive domains such…