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An In-Memory Analog Computing Co-Processor for Energy-Efficient CNN Inference on Mobile Devices


May 24, 2021
Mohammed Elbtity, Abhishek Singh, Brendan Reidy, Xiaochen Guo, Ramtin Zand

* 6 pages, 8 figures. arXiv admin note: text overlap with arXiv:2012.02695, arXiv:2006.01238 

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Automatic calibration of time of flight based non-line-of-sight reconstruction


May 21, 2021
Subhash Chandra Sadhu, Abhishek Singh, Tomohiro Maeda, Tristan Swedish, Ryan Kim, Lagnojita Sinha, Ramesh Raskar


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Can Self Reported Symptoms Predict Daily COVID-19 Cases?


May 18, 2021
Parth Patwa, Viswanatha Reddy, Rohan Sukumaran, Sethuraman TV, Eptehal Nashnoush, Sheshank Shankar, Rishemjit Kaur, Abhishek Singh, Ramesh Raskar


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COVID-19 Outbreak Prediction and Analysis using Self Reported Symptoms


Dec 21, 2020
Rohan Sukumaran, Parth Patwa, T V Sethuraman, Sheshank Shankar, Rishank Kanaparti, Joseph Bae, Yash Mathur, Abhishek Singh, Ayush Chopra, Myungsun Kang, Priya Ramaswamy, Ramesh Raskar

* 14 pages, 16 Figures 

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DISCO: Dynamic and Invariant Sensitive Channel Obfuscation for deep neural networks


Dec 20, 2020
Abhishek Singh, Ayush Chopra, Vivek Sharma, Ethan Garza, Emily Zhang, Praneeth Vepakomma, Ramesh Raskar

* Extended version of NeurIPS PPML 2020 workshop paper 

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PoinT-5: Pointer Network and T-5 based Financial NarrativeSummarisation


Oct 12, 2020
Abhishek Singh

* Accepted in FNS2020 

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Proximity Sensing for Contact Tracing


Sep 04, 2020
Sheshank Shankar, Ayush Chopra, Rishank Kanaparti, Myungsun Kang, Abhishek Singh, Ramesh Raskar

* The Pathcheck team's method for TC4TL challenge 

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NoPeek: Information leakage reduction to share activations in distributed deep learning


Aug 20, 2020
Praneeth Vepakomma, Abhishek Singh, Otkrist Gupta, Ramesh Raskar


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SplitNN-driven Vertical Partitioning


Aug 07, 2020
Iker Ceballos, Vivek Sharma, Eduardo Mugica, Abhishek Singh, Alberto Roman, Praneeth Vepakomma, Ramesh Raskar

* First version, please provide feedback 

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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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[email protected] at SemEval-2020 Task [9,12]: Sentiment and Offensiveness detection in Social Media


Jul 20, 2020
Abhishek Singh, Surya Pratap Singh Parmar


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Privacy in Deep Learning: A Survey


May 09, 2020
Fatemehsadat Mireshghallah, Mohammadkazem Taram, Praneeth Vepakomma, Abhishek Singh, Ramesh Raskar, Hadi Esmaeilzadeh


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Clinical XLNet: Modeling Sequential Clinical Notes and Predicting Prolonged Mechanical Ventilation


Dec 27, 2019
Kexin Huang, Abhishek Singh, Sitong Chen, Edward T. Moseley, Chih-ying Deng, Naomi George, Charlotta Lindvall


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NASIB: Neural Architecture Search withIn Budget


Oct 19, 2019
Abhishek Singh, Anubhav Garg, Jinan Zhou, Shiv Ram Dubey, Debo Dutta


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Maximal adversarial perturbations for obfuscation: Hiding certain attributes while preserving rest


Sep 27, 2019
Indu Ilanchezian, Praneeth Vepakomma, Abhishek Singh, Otkrist Gupta, G. N. Srinivasa Prasanna, Ramesh Raskar


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Detailed comparison of communication efficiency of split learning and federated learning


Sep 18, 2019
Abhishek Singh, Praneeth Vepakomma, Otkrist Gupta, Ramesh Raskar


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"When and Where?": Behavior Dominant Location Forecasting with Micro-blog Streams


Dec 16, 2018
Bhaskar Gautam, Annappa Basava, Abhishek Singh, Amit Agrawal

* Accepted as a full paper in the 2nd International Workshop on Social Computing co-located with ICDM, 2018 Singapore 

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Neural Architecture Construction using EnvelopeNets


May 22, 2018
Purushotham Kamath, Abhishek Singh, Debo Dutta


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