Parameter Efficiency Is Not Memory Efficiency: Rethinking Fine-Tuning for On-Device LLM Adaptation Paper • 2604.22783 • Published Apr 3 • 2
PEFT-Arena: Understanding Parameter-Efficient Finetuning from a Stability-Plasticity Perspective Paper • 2605.28819 • Published May 27 • 9