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Extending the WILDS Benchmark for Unsupervised Adaptation


Dec 09, 2021
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


Aug 16, 2021
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 Koh, 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

* Published by the Center for Research on Foundation Models (https://crfm.stanford.edu/

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Just Train Twice: Improving Group Robustness without Training Group Information


Jul 19, 2021
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


Jul 09, 2021
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


Dec 14, 2020
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


Oct 27, 2020
Erik Jones, Shiori Sagawa, Pang Wei Koh, Ananya Kumar, Percy Liang


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Concept Bottleneck Models


Jul 09, 2020
Pang Wei Koh, Thao Nguyen, Yew Siang Tang, Stephen Mussmann, Emma Pierson, Been Kim, Percy Liang

* ICML 2020 

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An Investigation of Why Overparameterization Exacerbates Spurious Correlations


May 09, 2020
Shiori Sagawa, Aditi Raghunathan, Pang Wei Koh, Percy Liang


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ExpBERT: Representation Engineering with Natural Language Explanations


May 05, 2020
Shikhar Murty, Pang Wei Koh, Percy Liang

* ACL 2020 

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


Nov 20, 2019
Shiori Sagawa, Pang Wei Koh, Tatsunori B. Hashimoto, Percy Liang


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Temporal FiLM: Capturing Long-Range Sequence Dependencies with Feature-Wise Modulations


Sep 14, 2019
Sawyer Birnbaum, Volodymyr Kuleshov, Zayd Enam, Pang Wei Koh, Stefano Ermon

* Accepted to NeurIPS 2019 

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On the Accuracy of Influence Functions for Measuring Group Effects


May 30, 2019
Pang Wei Koh, Kai-Siang Ang, Hubert H. K. Teo, Percy Liang


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Stronger Data Poisoning Attacks Break Data Sanitization Defenses


Nov 02, 2018
Pang Wei Koh, Jacob Steinhardt, Percy Liang


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Inferring Multi-Dimensional Rates of Aging from Cross-Sectional Data


Jul 12, 2018
Emma Pierson, Pang Wei Koh, Tatsunori Hashimoto, Daphne Koller, Jure Leskovec, Nicholas Eriksson, Percy Liang

* Accepted at Joint ICML and IJCAI Workshop on Computational Biology, 2018 

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Certified Defenses for Data Poisoning Attacks


Nov 24, 2017
Jacob Steinhardt, Pang Wei Koh, Percy Liang

* Appeared at NIPS 2017 

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Understanding Black-box Predictions via Influence Functions


Jul 10, 2017
Pang Wei Koh, Percy Liang

* International Conference on Machine Learning, 2017 

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