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Percy Liang

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Prefix-Tuning: Optimizing Continuous Prompts for Generation

Jan 01, 2021
Xiang Lisa Li, Percy Liang

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In-N-Out: Pre-Training and Self-Training using Auxiliary Information for Out-of-Distribution Robustness

Dec 16, 2020
Sang Michael Xie, Ananya Kumar, Robbie Jones, Fereshte Khani, Tengyu Ma, Percy Liang

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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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Beyond I.I.D.: Three Levels of Generalization for Question Answering on Knowledge Bases

Dec 13, 2020
Yu Gu, Sue Kase, Michelle Vanni, Brian Sadler, Percy Liang, Xifeng Yan, Yu Su

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Removing Spurious Features can Hurt Accuracy and Affect Groups Disproportionately

Dec 07, 2020
Fereshte Khani, Percy Liang

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Enabling certification of verification-agnostic networks via memory-efficient semidefinite programming

Nov 03, 2020
Sumanth Dathathri, Krishnamurthy Dvijotham, Alexey Kurakin, Aditi Raghunathan, Jonathan Uesato, Rudy Bunel, Shreya Shankar, Jacob Steinhardt, Ian Goodfellow, Percy Liang, Pushmeet Kohli

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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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