PhD student, Korea Advanced Institute of Science & Technology
2 papers at NeurIPS 2025
FedSVD mitigates noise amplification in differentially private federated fine-tuning with LoRA by periodically refactorizing LoRA matrices via SVD, improving stability and performance under DP-SGD.