Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Akhil Mathur

FRuDA: Framework for Distributed Adversarial Domain Adaptation


Dec 26, 2021
Shaoduo Gan, Akhil Mathur, Anton Isopoussu, Fahim Kawsar, Nadia Berthouze, Nicholas Lane


  Access Paper or Ask Questions

SensiX++: Bringing MLOPs and Multi-tenant Model Serving to Sensory Edge Devices


Sep 08, 2021
Chulhong Min, Akhil Mathur, Utku Gunay Acer, Alessandro Montanari, Fahim Kawsar

* 13 pages, 15 figures 

  Access Paper or Ask Questions

On-device Federated Learning with Flower


Apr 07, 2021
Akhil Mathur, Daniel J. Beutel, Pedro Porto Buarque de Gusmão, Javier Fernandez-Marques, Taner Topal, Xinchi Qiu, Titouan Parcollet, Yan Gao, Nicholas D. Lane

* On-device Intelligence Workshop at the Fourth Conference on Machine Learning and Systems (MLSys), April 9, 2021 
* Accepted at the 2nd On-device Intelligence Workshop @ MLSys 2021. arXiv admin note: substantial text overlap with arXiv:2007.14390 

  Access Paper or Ask Questions

A first look into the carbon footprint of federated learning


Feb 15, 2021
Xinchi Qiu, Titouan Parcollet, Javier Fernandez-Marques, Pedro Porto Buarque de Gusmao, Daniel J. Beutel, Taner Topal, Akhil Mathur, Nicholas D. Lane

* arXiv admin note: substantial text overlap with arXiv:2010.06537 

  Access Paper or Ask Questions

Low-Power Audio Keyword Spotting using Tsetlin Machines


Jan 27, 2021
Jie Lei, Tousif Rahman, Rishad Shafik, Adrian Wheeldon, Alex Yakovlev, Ole-Christoffer Granmo, Fahim Kawsar, Akhil Mathur

* Pre-print of original submission to Journal of Low Power Electronics and Applications, 2021 
* 20 pp 

  Access Paper or Ask Questions

SensiX: A Platform for Collaborative Machine Learning on the Edge


Dec 04, 2020
Chulhong Min, Akhil Mathur, Alessandro Montanari, Utku Gunay Acer, Fahim Kawsar

* 14 pages, 13 firues, 2 tables 

  Access Paper or Ask Questions

Leveraging Activity Recognition to Enable Protective Behavior Detection in Continuous Data


Nov 16, 2020
Chongyang Wang, Yuan Gao, Akhil Mathur, Amanda C. De C. Williams, Nicholas D. Lane, Nadia Bianchi-Berthouze


  Access Paper or Ask Questions

Libri-Adapt: A New Speech Dataset for Unsupervised Domain Adaptation


Sep 06, 2020
Akhil Mathur, Fahim Kawsar, Nadia Berthouze, Nicholas D. Lane

* 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Barcelona, Spain, 2020, pp. 7439-7443 
* 5 pages, Published at IEEE ICASSP 2020 

  Access Paper or Ask Questions

Flower: A Friendly Federated Learning Research Framework


Jul 28, 2020
Daniel J. Beutel, Taner Topal, Akhil Mathur, Xinchi Qiu, Titouan Parcollet, Nicholas D. Lane

* Open-Source, mobile-friendly Federated Learning framework 

  Access Paper or Ask Questions

Mic2Mic: Using Cycle-Consistent Generative Adversarial Networks to Overcome Microphone Variability in Speech Systems


Mar 27, 2020
Akhil Mathur, Anton Isopoussu, Fahim Kawsar, Nadia Berthouze, Nicholas D. Lane

* Published at ACM IPSN 2019 

  Access Paper or Ask Questions

Automatic Detection of Protective Behavior in Chronic Pain Physical Rehabilitation: A Recurrent Neural Network Approach


Feb 24, 2019
Chongyang Wang, Temitayo A. Olugbade, Akhil Mathur, Amanda C. De C. Williams, Nicholas D. Lane, Nadia Bianchi-Berthouze

* 25 pages, 9 figures, 7 tables, Submitted to IMWUT 

  Access Paper or Ask Questions