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Seyed Hamed Fatemi Langroudi
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Deep Positron: A Deep Neural Network Using the Posit Number System
Z Carmichael, HF Langroudi, C Khazanov, J Lillie, JL Gustafson, ...
2019 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2019
1182019
Deep learning inference on embedded devices: Fixed-point vs posit
SHF Langroudi, T Pandit, D Kudithipudi
2018 1st Workshop on Energy Efficient Machine Learning and Cognitive …, 2018
672018
Performance-efficiency trade-off of low-precision numerical formats in deep neural networks
Z Carmichael, HF Langroudi, C Khazanov, J Lillie, JL Gustafson, ...
Proceedings of the Conference for Next Generation Arithmetic 2019, 1-9, 2019
642019
PositNN Framework: Tapered Precision Deep Learning Inference for the Edge
HF Langroudi, Z Carmichael, JL Gustafson, D Kudithipudi
2019 IEEE Space Computing Conference (SCC), 53-59, 2019
322019
Adaptive Posit: Parameter Aware Numerical Format for Deep Learning Inference on the Edge
HF Langroudi, V Karia, JL Gustafson, D Kudithipudi
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
292020
Cheetah: Mixed Low-Precision Hardware & Software Co-Design Framework for DNNs on the Edge
HF Langroudi, Z Carmichael, D Pastuch, D Kudithipudi
arXiv preprint arXiv:1908.02386, 2019
282019
Deep Learning Training on the Edge with Low-Precision Posits
HF Langroudi, Z Carmichael, D Kudithipudi
arXiv preprint arXiv:1907.13216, 2019
202019
TENT: Efficient Quantization of Neural Networks on the tiny Edge with Tapered FixEd PoiNT
HF Langroudi, V Karia, T Pandit, D Kudithipudi
arXiv preprint arXiv:2104.02233, 2021
152021
ALPS: Adaptive Quantization of Deep Neural Networks With GeneraLized PositS
HF Langroudi, V Karia, Z Carmichael, A Zyarah, T Pandit, JL Gustafson, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
152021
FPGA-SIDH: High-Performance Implementation of Supersingular Isogeny Diffie-Hellman Key-Exchange Protocol on FPGA.
R Azarderakhsh, B Koziel, SHF Langroudi, MM Kermani
IACR Cryptology ePrint Archive 2016, 672, 2016
132016
Convolutional Drift Networks for Video Classification
D Graham, SHF Langroudi, C Kanan, D Kudithipudi
IEEE International Conference on Rebooting Computing (ICRC), 2017
112017
Modulo-(2^ n--2^ q--1) Parallel Prefix Addition via Excess-Modulo Encoding of Residues
SHF Langroudi, G Jaberipur
2015 IEEE 22nd Symposium on Computer Arithmetic, 121-128, 2015
102015
(4+ 2 log n) Delta-G Parallel Prefix Modulo-(2^ n-3) Adder via Double Representation of Residues in [0, 2]
G Jaberipur, SHF Langroudi
IEEE Transactions on Circuits and Systems II: Express Briefs 62 (6), 583-587, 2015
92015
Digital neuromorphic chips for deep learning inference: a comprehensive study
HF Langroudi, T Pandit, M Indovina, D Kudithipudi
Applications of Machine Learning 11139, 84-95, 2019
42019
ACTION: Automated Hardware-Software Codesign Framework for Low-precision Numerical Format SelecTION in TinyML
HF Langroudi, V Karia, T Pandit, B Mashaido, D Kudithipudi
Next Generation Arithmetic: Third International Conference, CoNGA 2022 …, 2022
32022
Exploiting Randomness in Deep Learning Algorithms
HF Langroudi, C Merkel, H Syed, D Kudithipudi
2019 International Joint Conference on Neural Networks (IJCNN), 1-8, 2019
22019
Double {0, 1, 2} representation modulo-(2 n− 3) adders
H Fatemi, G Jaberipur
IWSSIP 2014 Proceedings, 119-122, 2014
22014
PositNN: Tapered Precision Deep Learning Inference for the Edge
HF Langroudi, Z Carmichael, JL Gustafson, D Kudithipudi
12018
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Articles 1–18