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Monarch: Expressive Structured Matrices for Efficient and Accurate Training


Apr 01, 2022
Tri Dao, Beidi Chen, Nimit Sohoni, Arjun Desai, Michael Poli, Jessica Grogan, Alexander Liu, Aniruddh Rao, Atri Rudra, Christopher Ré


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BARACK: Partially Supervised Group Robustness With Guarantees


Dec 31, 2021
Nimit Sohoni, Maziar Sanjabi, Nicolas Ballas, Aditya Grover, Shaoliang Nie, Hamed Firooz, Christopher Ré

* 26 pages 

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Mandoline: Model Evaluation under Distribution Shift


Jul 01, 2021
Mayee Chen, Karan Goel, Nimit Sohoni, Fait Poms, Kayvon Fatahalian, Christopher Ré

* 32 pages. Published as a conference paper at ICML 2021 

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Ivy: Instrumental Variable Synthesis for Causal Inference


Apr 11, 2020
Zhaobin Kuang, Frederic Sala, Nimit Sohoni, Sen Wu, Aldo Córdova-Palomera, Jared Dunnmon, James Priest, Christopher Ré


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DeepHeart: Semi-Supervised Sequence Learning for Cardiovascular Risk Prediction


Feb 07, 2018
Brandon Ballinger, Johnson Hsieh, Avesh Singh, Nimit Sohoni, Jack Wang, Geoffrey H. Tison, Gregory M. Marcus, Jose M. Sanchez, Carol Maguire, Jeffrey E. Olgin, Mark J. Pletcher

* Presented at AAAI 2018 

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