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Ananya Kumar

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Evolving Domain Adaptation of Pretrained Language Models for Text Classification

Nov 16, 2023
Yun-Shiuan Chuang, Yi Wu, Dhruv Gupta, Rheeya Uppaal, Ananya Kumar, Luhang Sun, Makesh Narsimhan Sreedhar, Sijia Yang, Timothy T. Rogers, Junjie Hu

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Llamas Know What GPTs Don't Show: Surrogate Models for Confidence Estimation

Nov 15, 2023
Vaishnavi Shrivastava, Percy Liang, Ananya Kumar

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Conservative Prediction via Data-Driven Confidence Minimization

Jun 08, 2023
Caroline Choi, Fahim Tajwar, Yoonho Lee, Huaxiu Yao, Ananya Kumar, Chelsea Finn

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Improving Representational Continuity via Continued Pretraining

Feb 26, 2023
Michael Sun, Ananya Kumar, Divyam Madaan, Percy Liang

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Finetune like you pretrain: Improved finetuning of zero-shot vision models

Dec 01, 2022
Sachin Goyal, Ananya Kumar, Sankalp Garg, Zico Kolter, Aditi Raghunathan

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Picking on the Same Person: Does Algorithmic Monoculture lead to Outcome Homogenization?

Nov 25, 2022
Rishi Bommasani, Kathleen A. Creel, Ananya Kumar, Dan Jurafsky, Percy Liang

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How to Fine-Tune Vision Models with SGD

Nov 17, 2022
Ananya Kumar, Ruoqi Shen, Sébastien Bubeck, Suriya Gunasekar

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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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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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Are Sample-Efficient NLP Models More Robust?

Oct 12, 2022
Nelson F. Liu, Ananya Kumar, Percy Liang, Robin Jia

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