@inproceedings{houlsby2019adapter, title={Parameter-efficient transfer learning for NLP}, author={Houlsby, Neil and Giurgiu, Andrei and Jastrzebski, Stanislaw and Morrone, Bruna and De Laroussilhe, Quentin and Gesmundo, Andrea and Attariyan, Mona and Gelly, Sylvain}, booktitle={International Conference on Machine Learning}, pages={2790--2799}, year={2019}, organization={PMLR} } @misc{Junxian2021unified, doi = {10.48550/ARXIV.2110.04366}, url = {https://arxiv.org/abs/2110.04366}, author = {He, Junxian and Zhou, Chunting and Ma, Xuezhe and Berg-Kirkpatrick, Taylor and Neubig, Graham}, keywords = {Computation and Language (cs.CL), Machine Learning (cs.LG), FOS: Computer and information sciences, FOS: Computer and information sciences}, title = {Towards a Unified View of Parameter-Efficient Transfer Learning}, publisher = {arXiv}, year = {2021}, copyright = {arXiv.org perpetual, non-exclusive license} }