IEEE

Empowering Clients: Self-Adaptive Federated Learning for Data Quality Challenges

Abstract: Federated Learning (FL) enables collaborative model training across distributed clients, but the global model’s performance often degrades due to variable data quality and reliability at the ...
GitHub

OmniSQL - Synthesizing High-quality Text-to-SQL Data at Scale

We present an automatic and scalable text-to-SQL data synthesis framework, illustrated below: Building on SynSQL-2.5M, we introduce OmniSQL, a family of powerful text-to-SQL models available in three ...