2025
FedDQC: Data Quality Control in Federated Instruction-tuning of Large Language Models
ACL 2025finding
Federated Learning (FL) enables privacy-preserving collaborative instruction tuning of large language models (LLMs) by leveraging massively distributed data. However, the decentralized nature of FL exacerbates data quality challenges, as local clients lack global visibility to filter noisy or low-qu…