@article{lessonslearnedfromtheneurips2021metadl, title = {Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification}, author = {Adrian El Baz and Ihsan Ullah and Edesio Alcobaça and André C. P. L. F. Carvalho and Hong Chen and Fabio Ferreira and Henry Gouk and Chaoyu Guan and Isabelle Guyon and Timothy Hospedales and Shell Hu and Mike Huisman and Frank Hutter and Zhengying Liu and Felix Mohr and Ekrem Öztürk and Jan N. van Rijn and Haozhe Sun and Xin Wang and Wenwu Zhu}, year = {2022}, eprint = {2206.08138}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2206.08138v2}, }