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Knowledge-Aware Meta-learning for Low-Resource Text Classification


Sep 10, 2021
Huaxiu Yao, Yingxin Wu, Maruan Al-Shedivat, Eric P. Xing

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* Accepted by EMNLP 2021 

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A Field Guide to Federated Optimization


Jul 14, 2021
Jianyu Wang, Zachary Charles, Zheng Xu, Gauri Joshi, H. Brendan McMahan, Blaise Aguera y Arcas, Maruan Al-Shedivat, Galen Andrew, Salman Avestimehr, Katharine Daly, Deepesh Data, Suhas Diggavi, Hubert Eichner, Advait Gadhikar, Zachary Garrett, Antonious M. Girgis, Filip Hanzely, Andrew Hard, Chaoyang He, Samuel Horvath, Zhouyuan Huo, Alex Ingerman, Martin Jaggi, Tara Javidi, Peter Kairouz, Satyen Kale, Sai Praneeth Karimireddy, Jakub Konecny, Sanmi Koyejo, Tian Li, Luyang Liu, Mehryar Mohri, Hang Qi, Sashank J. Reddi, Peter Richtarik, Karan Singhal, Virginia Smith, Mahdi Soltanolkotabi, Weikang Song, Ananda Theertha Suresh, Sebastian U. Stich, Ameet Talwalkar, Hongyi Wang, Blake Woodworth, Shanshan Wu, Felix X. Yu, Honglin Yuan, Manzil Zaheer, Mi Zhang, Tong Zhang, Chunxiang Zheng, Chen Zhu, Wennan Zhu

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On Data Efficiency of Meta-learning


Jan 30, 2021
Maruan Al-Shedivat, Liam Li, Eric Xing, Ameet Talwalkar

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* Preliminary version. An updated version is to appear in AISTATS 2021 

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Federated Learning via Posterior Averaging: A New Perspective and Practical Algorithms


Oct 11, 2020
Maruan Al-Shedivat, Jennifer Gillenwater, Eric Xing, Afshin Rostamizadeh

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* 27 pages, 7 figures 

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Learning from Imperfect Annotations


Apr 07, 2020
Emmanouil Antonios Platanios, Maruan Al-Shedivat, Eric Xing, Tom Mitchell

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Regularizing Black-box Models for Improved Interpretability (HILL 2019 Version)


May 31, 2019
Gregory Plumb, Maruan Al-Shedivat, Eric Xing, Ameet Talwalkar

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* presented at 2019 ICML Workshop on Human in the Loop Learning (HILL 2019), Long Beach, USA. arXiv admin note: substantial text overlap with arXiv:1902.06787 

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Consistency by Agreement in Zero-shot Neural Machine Translation


Apr 10, 2019
Maruan Al-Shedivat, Ankur P. Parikh

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* NAACL 2019 (14 pages, 5 figures) 

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Regularizing Black-box Models for Improved Interpretability


Feb 18, 2019
Gregory Plumb, Maruan Al-Shedivat, Eric Xing, Ameet Talwalkar

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On the Complexity of Exploration in Goal-Driven Navigation


Nov 16, 2018
Maruan Al-Shedivat, Lisa Lee, Ruslan Salakhutdinov, Eric Xing

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* Relational Representation Learning Workshop (NIPS 2018) 

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Learning with Opponent-Learning Awareness


Sep 19, 2018
Jakob N. Foerster, Richard Y. Chen, Maruan Al-Shedivat, Shimon Whiteson, Pieter Abbeel, Igor Mordatch

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