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Akhil Mathur
Akhil Mathur
Meta AI
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Flower: A Friendly Federated Learning Research Framework
DJ Beutel, T Topal, A Mathur, X Qiu, T Parcollet, P P. B. de Gusmão, ...
arXiv preprint arXiv:2007.14390, 2020
6492020
Squeezing deep learning into mobile and embedded devices
ND Lane, S Bhattacharya, A Mathur, P Georgiev, C Forlivesi, F Kawsar
IEEE Pervasive Computing 16 (3), 82-88, 2017
2302017
Deepeye: Resource efficient local execution of multiple deep vision models using wearable commodity hardware
A Mathur, ND Lane, S Bhattacharya, A Boran, C Forlivesi, F Kawsar
Proceedings of the 15th Annual International Conference on Mobile Systems ¡¦, 2017
1632017
Improving literacy in rural India: Cellphone games in an after-school program
M Kam, A Kumar, S Jain, A Mathur, J Canny
2009 International Conference on Information and Communication Technologies ¡¦, 2009
1572009
Earables for personal-scale behavior analytics
F Kawsar, C Min, A Mathur, A Montanari
IEEE Pervasive Computing 17 (3), 83-89, 2018
1372018
Designing digital games for rural children: a study of traditional village games in India
M Kam, A Mathur, A Kumar, J Canny
Proceedings of the 27th international conference on Human factors in ¡¦, 2009
1322009
Designing e-learning games for rural children in India: a format for balancing learning with fun
M Kam, A Agarwal, A Kumar, S Lal, A Mathur, A Tewari, J Canny
Proceedings of the 7th ACM conference on Designing interactive systems, 58-67, 2008
1222008
A systematic study of unsupervised domain adaptation for robust human-activity recognition
Y Chang, A Mathur, A Isopoussu, J Song, F Kawsar
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous ¡¦, 2020
1052020
Using deep data augmentation training to address software and hardware heterogeneities in wearable and smartphone sensing devices
A Mathur, T Zhang, S Bhattacharya, P Velickovic, L Joffe, ND Lane, ...
2018 17th ACM/IEEE International Conference on Information Processing in ¡¦, 2018
752018
Tiny habits in the giant enterprise: understanding the dynamics of a quantified workplace
A Mathur, M Van den Broeck, G Vanderhulst, A Mashhadi, F Kawsar
Proceedings of the 2015 ACM International Joint Conference on Pervasive and ¡¦, 2015
742015
Collossl: Collaborative self-supervised learning for human activity recognition
Y Jain, CI Tang, C Min, F Kawsar, A Mathur
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous ¡¦, 2022
652022
Engagement-aware computing: Modelling user engagement from mobile contexts
A Mathur, ND Lane, F Kawsar
Proceedings of the 2016 ACM International Joint Conference on Pervasive and ¡¦, 2016
632016
Mic2mic: using cycle-consistent generative adversarial networks to overcome microphone variability in speech systems
A Mathur, A Isopoussu, F Kawsar, N Berthouze, ND Lane
Proceedings of the 18th international conference on information processing ¡¦, 2019
602019
A first look into the carbon footprint of federated learning
X Qiu, T Parcollet, J Fernandez-Marques, PPB Gusmao, Y Gao, DJ Beutel, ...
Journal of Machine Learning Research 24 (129), 1-23, 2023
592023
Resource characterisation of personal-scale sensing models on edge accelerators
M Antonini, TH Vu, C Min, A Montanari, A Mathur, F Kawsar
Proceedings of the First International Workshop on Challenges in Artificial ¡¦, 2019
592019
The myth of subtle notifications
A Mashhadi, A Mathur, F Kawsar
Proceedings of the 2014 ACM International Joint Conference on Pervasive and ¡¦, 2014
562014
Exploring audio and kinetic sensing on earable devices
C Min, A Mathur, F Kawsar
Proceedings of the 4th ACM Workshop on Wearable Systems and Applications, 5-10, 2018
472018
DXTK: Enabling Resource-efficient Deep Learning on Mobile and Embedded Devices with the DeepX Toolkit.
ND Lane, S Bhattacharya, A Mathur, C Forlivesi, F Kawsar
MobiCASE, 98-107, 2016
462016
Recurrent network based automatic detection of chronic pain protective behavior using mocap and semg data
C Wang, TA Olugbade, A Mathur, AC De C. Williams, ND Lane, ...
Proceedings of the 2019 ACM International Symposium on Wearable Computers ¡¦, 2019
432019
Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering
ES Lubana, CI Tang, F Kawsar, RP Dick, A Mathur
ICML (International Conference on Machine Learning), 2022
372022
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