@inproceedings{wilds2021, title = {{WILDS}: A Benchmark of in-the-Wild Distribution Shifts}, author = {Pang Wei Koh and Shiori Sagawa and Henrik Marklund and Sang Michael Xie and Marvin Zhang and Akshay Balsubramani and Weihua Hu and Michihiro Yasunaga and Richard Lanas Phillips and Irena Gao and Tony Lee and Etienne David and Ian Stavness and Wei Guo and Berton A. Earnshaw and Imran S. Haque and Sara Beery and Jure Leskovec and Anshul Kundaje and Emma Pierson and Sergey Levine and Chelsea Finn and Percy Liang}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2021} } @inproceedings{sagawa2022extending, title = {Extending the WILDS Benchmark for Unsupervised Adaptation}, author = {Shiori Sagawa and Pang Wei Koh and Tony Lee and Irena Gao and Sang Michael Xie and Kendrick Shen and Ananya Kumar and Weihua Hu and Michihiro Yasunaga and Henrik Marklund and Sara Beery and Etienne David and Ian Stavness and Wei Guo and Jure Leskovec and Kate Saenko and Tatsunori Hashimoto and Sergey Levine and Chelsea Finn and Percy Liang}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022} }