IEEE

FedMAR: A Privacy-Preserving and Robust Server-Side Multistage Federated Learning

Abstract: In recent years, federated learning (FL) has continued to evolve with the advent of big data and the large-language model (LLM), but it has also exposed numerous security and privacy issues.
InfoWorld

The best new features in MariaDB

The open source MySQL spin-off has steadily added features all its own. Here are five good reasons to switch to MariaDB.
IEEE

AID-SQL: Adaptive In-Context Learning of Text-to-SQL with Difficulty-Aware Instruction and Retrieval-Augmented Generation

Abstract: Recent research in Text-to-SQL translation has primarily adopted in-context learning methods leveraging large language models (LLMs), achieving significant progress. However, these methods ...
GitHub

SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning

Natural Language to SQL (NL2SQL) enables intuitive interactions with databases by transforming natural language queries into structured SQL statements. Despite recent advancements in enhancing ...