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Andrew Tulloch
Andrew Tulloch
Facebook AI Research group
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Title
Cited by
Cited by
Year
Accurate, large minibatch sgd: Training imagenet in 1 hour
P Goyal, P Dollár, R Girshick, P Noordhuis, L Wesolowski, A Kyrola, ...
arXiv preprint arXiv:1706.02677, 2017
28082017
Machine learning at facebook: Understanding inference at the edge
CJ Wu, D Brooks, K Chen, D Chen, S Choudhury, M Dukhan, ...
2019 IEEE international symposium on high performance computer architecture …, 2019
3632019
Deep learning inference in facebook data centers: Characterization, performance optimizations and hardware implications
J Park, M Naumov, P Basu, S Deng, A Kalaiah, D Khudia, J Law, P Malani, ...
arXiv preprint arXiv:1811.09886, 2018
1452018
Accurate, large minibatch sgd: Training imagenet in 1 hour. arXiv 2017
P Goyal, P Dollár, R Girshick, P Noordhuis, L Wesolowski, A Kyrola, ...
arXiv preprint arXiv:1706.02677, 2019
652019
High performance ultra-low-precision convolutions on mobile devices
A Tulloch, Y Jia
arXiv preprint arXiv:1712.02427, 2017
302017
High-performance, distributed training of large-scale deep learning recommendation models
D Mudigere, Y Hao, J Huang, A Tulloch, S Sridharan, X Liu, M Ozdal, ...
arXiv preprint arXiv:2104.05158, 2021
192021
On periodic functions as regularizers for quantization of neural networks
M Naumov, U Diril, J Park, B Ray, J Jablonski, A Tulloch
arXiv preprint arXiv:1811.09862, 2018
162018
Software-hardware co-design for fast and scalable training of deep learning recommendation models
D Mudigere, Y Hao, J Huang, Z Jia, A Tulloch, S Sridharan, X Liu, ...
Proceedings of the 49th Annual International Symposium on Computer …, 2022
102022
Accurate low-rank approximations via a few iterations of alternating least squares
A Szlam, A Tulloch, M Tygert
SIAM Journal on Matrix Analysis and Applications 38 (2), 425-433, 2017
102017
Mixed-Precision Embedding Using a Cache
JA Yang, J Huang, J Park, PTP Tang, A Tulloch
arXiv preprint arXiv:2010.11305, 2020
92020
Hybrid composition with idleblock: more efficient networks for image recognition
B Xu, A Tulloch, Y Chen, X Yang, L Qiao
arXiv preprint arXiv:1911.08609, 2019
52019
Systems and methods for quantizing neural networks via periodic regularization functions
M Naumov, AU Diril, JS Park, B Ray, J Jablonski, AJ Tulloch
US Patent 11,468,313, 2022
2022
Dynamically allocating computing resources to identify advertisements for presentation
AJ Tulloch, SM Bowers, JIQ Candela
US Patent 11,386,451, 2022
2022
Dynamically allocating computing resources to identify advertisements for presentation
AJ Tulloch, SM Bowers, JIQ Candela
US Patent 10,438,235, 2019
2019
Allocating information for content selection among computing resources of an online system
U Pashkevich, AJ Tulloch, D Dzhulgakov, LS Backstrom
US Patent 10,083,465, 2018
2018
Accurate principal component analysis via a few iterations of alternating least squares
A Szlam, A Tulloch, M Tygert
arXiv preprint arXiv:1603.01765, 2016
2016
PMH8-SPECTRAL THEORY AND PDES
A TULLOCH
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