@article{peftarenaunderstandingparameterefficient, title = {PEFT-Arena: Understanding Parameter-Efficient Finetuning from a Stability-Plasticity Perspective}, author = {Yangyi Huang and Ruotian Peng and Zeju Qiu and Jiale Kang and Yandong Wen and Bernhard Schölkopf and Weiyang Liu}, year = {2026}, eprint = {2605.28819}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.28819}, }