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Personalized Federated Learning of Driver Prediction Models for Autonomous Driving


Dec 02, 2021
Manabu Nakanoya, Junha Im, Hang Qiu, Sachin Katti, Marco Pavone, Sandeep Chinchali


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ML-EXray: Visibility into ML Deployment on the Edge


Nov 08, 2021
Hang Qiu, Ioanna Vavelidou, Jian Li, Evgenya Pergament, Pete Warden, Sandeep Chinchali, Zain Asgar, Sachin Katti


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FedML: A Research Library and Benchmark for Federated Machine Learning


Jul 27, 2020
Chaoyang He, Songze Li, Jinhyun So, Mi Zhang, Hongyi Wang, Xiaoyang Wang, Praneeth Vepakomma, Abhishek Singh, Hang Qiu, Li Shen, Peilin Zhao, Yan Kang, Yang Liu, Ramesh Raskar, Qiang Yang, Murali Annavaram, Salman Avestimehr

* We maintain the source code, documents, and user community at https://fedml.ai 

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Minimum Cost Active Labeling


Jun 24, 2020
Hang Qiu, Krishna Chintalapudi, Ramesh Govindan


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On Localizing a Camera from a Single Image


Mar 24, 2020
Pradipta Ghosh, Xiaochen Liu, Hang Qiu, Marcos A. M. Vieira, Gaurav S. Sukhatme, Ramesh Govindan


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Satyam: Democratizing Groundtruth for Machine Vision


Nov 08, 2018
Hang Qiu, Krishna Chintalapudi, Ramesh Govindan


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