IEEE

Prototype-Guided Graph Reasoning Network for Few-Shot Medical Image Segmentation

Abstract: Few-shot semantic segmentation (FSS) is of tremendous potential for data-scarce scenarios, particularly in medical segmentation tasks with merely a few labeled data. Most of the existing FSS ...
CIO

Cdata powers AI agents with secure access to enterprise data

AI agents promise to transform business workflows, but their effectiveness depends on secure, reliable access to enterprise ...

Databricks research shows multi-step agents consistently outperform single-turn RAG when answers span databases and documents

Data teams building AI agents keep running into the same failure mode. Questions that require joining structured data with ...
IEEE

Advancing Natural Language to SQL: A Comparative Study of Open Source LLMs on Benchmark Datasets

Abstract: Translating Natural Language to SQL (NL-to-SQL) allows users to communicate with databases using a common language instead of complicated query syntax. This is important as it frees the ...