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Extending the WILDS Benchmark for Unsupervised Adaptation



Shiori Sagawa , Pang Wei Koh , Tony Lee , Irena Gao , Sang Michael Xie , Kendrick Shen , Ananya Kumar , Weihua Hu , Michihiro Yasunaga , Henrik Marklund , Sara Beery , Etienne David , Ian Stavness , Wei Guo , Jure Leskovec , Kate Saenko , Tatsunori Hashimoto , Sergey Levine , Chelsea Finn , Percy Liang


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On the Opportunities and Risks of Foundation Models



Rishi Bommasani , Drew A. Hudson , Ehsan Adeli , Russ Altman , Simran Arora , Sydney von Arx , Michael S. Bernstein , Jeannette Bohg , Antoine Bosselut , Emma Brunskill , Erik Brynjolfsson , Shyamal Buch , Dallas Card , Rodrigo Castellon , Niladri Chatterji , Annie Chen , Kathleen Creel , Jared Quincy Davis , Dora Demszky , Chris Donahue , Moussa Doumbouya , Esin Durmus , Stefano Ermon , John Etchemendy , Kawin Ethayarajh , Li Fei-Fei , Chelsea Finn , Trevor Gale , Lauren Gillespie , Karan Goel , Noah Goodman , Shelby Grossman , Neel Guha , Tatsunori Hashimoto , Peter Henderson , John Hewitt , Daniel E. Ho , Jenny Hong , Kyle Hsu , Jing Huang , Thomas Icard , Saahil Jain , Dan Jurafsky , Pratyusha Kalluri , Siddharth Karamcheti , Geoff Keeling , Fereshte Khani , Omar Khattab , Pang Wei Kohd , Mark Krass , Ranjay Krishna , Rohith Kuditipudi , Ananya Kumar , Faisal Ladhak , Mina Lee , Tony Lee , Jure Leskovec , Isabelle Levent , Xiang Lisa Li , Xuechen Li , Tengyu Ma , Ali Malik , Christopher D. Manning , Suvir Mirchandani , Eric Mitchell , Zanele Munyikwa , Suraj Nair , Avanika Narayan , Deepak Narayanan , Ben Newman , Allen Nie , Juan Carlos Niebles , Hamed Nilforoshan , Julian Nyarko , Giray Ogut , Laurel Orr , Isabel Papadimitriou , Joon Sung Park , Chris Piech , Eva Portelance , Christopher Potts , Aditi Raghunathan , Rob Reich , Hongyu Ren , Frieda Rong , Yusuf Roohani , Camilo Ruiz , Jack Ryan , Christopher Ré , Dorsa Sadigh , Shiori Sagawa , Keshav Santhanam , Andy Shih , Krishnan Srinivasan , Alex Tamkin , Rohan Taori , Armin W. Thomas , Florian Tramèr , Rose E. Wang , William Wang , Bohan Wu , Jiajun Wu , Yuhuai Wu , Sang Michael Xie , Michihiro Yasunaga , Jiaxuan You , Matei Zaharia , Michael Zhang , Tianyi Zhang , Xikun Zhang , Yuhui Zhang , Lucia Zheng , Kaitlyn Zhou , Percy Liang

* Authored by the Center for Research on Foundation Models (CRFM) at the Stanford Institute for Human-Centered Artificial Intelligence (HAI) 

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Just Train Twice: Improving Group Robustness without Training Group Information



Evan Zheran Liu , Behzad Haghgoo , Annie S. Chen , Aditi Raghunathan , Pang Wei Koh , Shiori Sagawa , Percy Liang , Chelsea Finn

* International Conference on Machine Learning (ICML), 2021 

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Accuracy on the Line: On the Strong Correlation Between Out-of-Distribution and In-Distribution Generalization



John Miller , Rohan Taori , Aditi Raghunathan , Shiori Sagawa , Pang Wei Koh , Vaishaal Shankar , Percy Liang , Yair Carmon , Ludwig Schmidt


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WILDS: A Benchmark of in-the-Wild Distribution Shifts



Pang Wei Koh , Shiori Sagawa , Henrik Marklund , Sang Michael Xie , Marvin Zhang , Akshay Balsubramani , Weihua Hu , Michihiro Yasunaga , Richard Lanas Phillips , Sara Beery , Jure Leskovec , Anshul Kundaje , Emma Pierson , Sergey Levine , Chelsea Finn , Percy Liang


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Selective Classification Can Magnify Disparities Across Groups



Erik Jones , Shiori Sagawa , Pang Wei Koh , Ananya Kumar , Percy Liang


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An Investigation of Why Overparameterization Exacerbates Spurious Correlations



Shiori Sagawa , Aditi Raghunathan , Pang Wei Koh , Percy Liang


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Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization



Shiori Sagawa , Pang Wei Koh , Tatsunori B. Hashimoto , Percy Liang


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Multi-Resolution Weak Supervision for Sequential Data



Frederic Sala , Paroma Varma , Jason Fries , Daniel Y. Fu , Shiori Sagawa , Saelig Khattar , Ashwini Ramamoorthy , Ke Xiao , Kayvon Fatahalian , James Priest , Christopher Ré

* NeurIPS 2019 (Conference on Neural Information Processing Systems) 

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