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Wild-Time: A Benchmark of in-the-Wild Distribution Shift over Time


Nov 25, 2022
Huaxiu Yao, Caroline Choi, Bochuan Cao, Yoonho Lee, Pang Wei Koh, Chelsea Finn

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* Accepted by NeurIPS 2022 Track on Datasets and Benchmarks 

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Holistic Evaluation of Language Models


Nov 16, 2022
Percy Liang, Rishi Bommasani, Tony Lee, Dimitris Tsipras, Dilara Soylu, Michihiro Yasunaga, Yian Zhang, Deepak Narayanan, Yuhuai Wu, Ananya Kumar, Benjamin Newman, Binhang Yuan, Bobby Yan, Ce Zhang, Christian Cosgrove, Christopher D. Manning, Christopher Ré, Diana Acosta-Navas, Drew A. Hudson, Eric Zelikman, Esin Durmus, Faisal Ladhak, Frieda Rong, Hongyu Ren, Huaxiu Yao, Jue Wang, Keshav Santhanam, Laurel Orr, Lucia Zheng, Mert Yuksekgonul, Mirac Suzgun, Nathan Kim, Neel Guha, Niladri Chatterji, Omar Khattab, Peter Henderson, Qian Huang, Ryan Chi, Sang Michael Xie, Shibani Santurkar, Surya Ganguli, Tatsunori Hashimoto, Thomas Icard, Tianyi Zhang, Vishrav Chaudhary, William Wang, Xuechen Li, Yifan Mai, Yuhui Zhang, Yuta Koreeda

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* Authored by the Center for Research on Foundation Models (CRFM) at the Stanford Institute for Human-Centered Artificial Intelligence (HAI). Project page: https://crfm.stanford.edu/helm/v1.0 

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Multi-Domain Long-Tailed Learning by Augmenting Disentangled Representations


Oct 25, 2022
Huaxiu Yao, Xinyu Yang, Allan Zhou, Chelsea Finn

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Surgical Fine-Tuning Improves Adaptation to Distribution Shifts


Oct 20, 2022
Yoonho Lee, Annie S. Chen, Fahim Tajwar, Ananya Kumar, Huaxiu Yao, Percy Liang, Chelsea Finn

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C-Mixup: Improving Generalization in Regression


Oct 11, 2022
Huaxiu Yao, Yiping Wang, Linjun Zhang, James Zou, Chelsea Finn

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* Accepted by NeurIPS 2022 

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Knowledge-Driven New Drug Recommendation


Oct 11, 2022
Zhenbang Wu, Huaxiu Yao, Zhe Su, David M Liebovitz, Lucas M Glass, James Zou, Chelsea Finn, Jimeng Sun

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Spatio-Temporal Graph Few-Shot Learning with Cross-City Knowledge Transfer


Jun 03, 2022
Bin Lu, Xiaoying Gan, Weinan Zhang, Huaxiu Yao, Luoyi Fu, Xinbing Wang

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* Accepted to KDD2022 

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Improving Meta-learning for Low-resource Text Classification and Generation via Memory Imitation


Mar 22, 2022
Yingxiu Zhao, Zhiliang Tian, Huaxiu Yao, Yinhe Zheng, Dongkyu Lee, Yiping Song, Jian Sun, Nevin L. Zhang

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* ACL 2022 

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Diversify and Disambiguate: Learning From Underspecified Data


Feb 07, 2022
Yoonho Lee, Huaxiu Yao, Chelsea Finn

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* Preprint 

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