2 papers
cs.AI2026
MineGrad: Gradient Inversion Attacks on LoRA Fine-Tuning
Hasin Us Sami, Swapneel Sen, Basak Guler
Parameter-efficient fine-tuning (PEFT), such as low-rank adaptation (LoRA), has recently been adopted in federated learning to reduce communication and computation costs. In this s…
eess.IV2025
Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning
Hasin Us Sami, Swapneel Sen, Amit K. Roy-Chowdhury +2
Federated learning (FL) allows multiple data-owners to collaboratively train machine learning models by exchanging local gradients, while keeping their private data on-device. To s…