3 papers
cs.DB2026
Toward a Causal Data Management Ecosystem for Decision Making and Agentic AI
Dazhuo Qiu, Yingli Zhou, Amedeo Pachera +2
Modern AI is no longer a single model but an ecosystem: classical ML predictors, deep and multimodal models, large language models, and agents, each trained and tuned over differen…
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.CL2025
Graph Repairs with Large Language Models: An Empirical Study
Hrishikesh Terdalkar, Angela Bonifati, Andrea Mauri
Property graphs are widely used in domains such as healthcare, finance, and social networks, but they often contain errors due to inconsistencies, missing data, or schema violation…