Follow
Itay Hubara PhD
Itay Hubara PhD
Senior researchers at Intel-HabanaLabs
Verified email at habana.ai - Homepage
Title
Cited by
Cited by
Year
Binarized neural networks: Training deep neural networks with weights and activations constrained to+ 1 or-1
M Courbariaux, I Hubara, D Soudry, R El-Yaniv, Y Bengio
arXiv preprint arXiv:1602.02830, 2016
34242016
Binarized neural networks
I Hubara, M Courbariaux, D Soudry, R El-Yaniv, Y Bengio
Advances in neural information processing systems 29, 2016
23912016
Quantized neural networks: Training neural networks with low precision weights and activations
I Hubara, M Courbariaux, D Soudry, R El-Yaniv, Y Bengio
journal of machine learning research 18 (187), 1-30, 2018
20862018
Train longer, generalize better: closing the generalization gap in large batch training of neural networks
E Hoffer, I Hubara, D Soudry
Advances in neural information processing systems 30, 2017
9072017
Mlperf inference benchmark
VJ Reddi, C Cheng, D Kanter, P Mattson, G Schmuelling, CJ Wu, ...
2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture …, 2020
4182020
Scalable methods for 8-bit training of neural networks
R Banner, I Hubara, E Hoffer, D Soudry
arXiv preprint arXiv:1805.11046, 2018
3482018
Expectation backpropagation: Parameter-free training of multilayer neural networks with continuous or discrete weights
D Soudry, I Hubara, R Meir
Advances in neural information processing systems 27, 2014
2942014
Augment your batch: Improving generalization through instance repetition
E Hoffer, T Ben-Nun, I Hubara, N Giladi, T Hoefler, D Soudry
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
1962020
Accurate post training quantization with small calibration sets
I Hubara, Y Nahshan, Y Hanani, R Banner, D Soudry
International Conference on Machine Learning, 4466-4475, 2021
194*2021
The knowledge within: Methods for data-free model compression
M Haroush, I Hubara, E Hoffer, D Soudry
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
1032020
Fix your classifier: the marginal value of training the last weight layer
E Hoffer, I Hubara, D Soudry
arXiv preprint arXiv:1801.04540, 2018
1022018
Binarized neural networks: Training deep neural networks with weights and activations constrained to+ 1 or− 1. arXiv 2016
M Courbariaux, I Hubara, D Soudry, R El-Yaniv, Y Bengio
arXiv preprint arXiv:1602.02830 33, 0
81
Mlperf inference benchmark. In 2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture (ISCA)
VJ Reddi, C Cheng, D Kanter, P Mattson, G Schmuelling, CJ Wu, ...
IEEE, 2020a 4 (10), 446-459, 2020
722020
Accelerated sparse neural training: A provable and efficient method to find n: m transposable masks
I Hubara, B Chmiel, M Island, R Banner, J Naor, D Soudry
Advances in neural information processing systems 34, 21099-21111, 2021
682021
Augment your batch: better training with larger batches
E Hoffer, T Ben-Nun, I Hubara, N Giladi, T Hoefler, D Soudry
arXiv preprint arXiv:1901.09335, 2019
682019
Deep unsupervised learning through spatial contrasting
E Hoffer, I Hubara, N Ailon
arXiv preprint arXiv:1610.00243, 2016
292016
Playing SNES in the retro learning environment
N Bhonker, S Rozenberg, I Hubara
arXiv preprint arXiv:1611.02205, 2016
232016
Mix & match: training convnets with mixed image sizes for improved accuracy, speed and scale resiliency
E Hoffer, B Weinstein, I Hubara, T Ben-Nun, T Hoefler, D Soudry
arXiv preprint arXiv:1908.08986, 2019
222019
Large-scale computations using an adaptive numerical format
I Hubara
US Patent 10,491,239, 2019
112019
Minimum variance unbiased n: M sparsity for the neural gradients
B Chmiel, I Hubara, R Banner, D Soudry
The Eleventh International Conference on Learning Representations, 2022
10*2022
The system can't perform the operation now. Try again later.
Articles 1–20