متابعة
Amir Gholami
Amir Gholami
Research Scientist, University of California, Berkeley
بريد إلكتروني تم التحقق منه على eecs.berkeley.edu - الصفحة الرئيسية
عنوان
عدد مرات الاقتباسات
عدد مرات الاقتباسات
السنة
Identifying the best machine learning algorithms for brain tumor segmentation, progression assessment, and overall survival prediction in the BRATS challenge‏
S Bakas, M Reyes, A Jakab, S Bauer, M Rempfler, A Crimi, RT Shinohara, ...‏
arXiv preprint arXiv:1811.02629, 2018‏
21662018
A Survey of Quantization Methods for Efficient Neural Network Inference‏
A Gholami, S Kim, Z Dong, Z Yao, MW Mahoney, K Keutzer‏
arXiv preprint arXiv:2103.13630, 2021‏
13792021
Characterizing possible failure modes in physics-informed neural networks‏
A Krishnapriyan, A Gholami, S Zhe, R Kirby, MW Mahoney‏
Advances in Neural Information Processing Systems 34, 26548-26560, 2021‏
8042021
Q-bert: Hessian based ultra low precision quantization of bert‏
S Shen, Z Dong, J Ye, L Ma, Z Yao, A Gholami, MW Mahoney, K Keutzer‏
Proceedings of the AAAI Conference on Artificial Intelligence 34 (05), 8815-8821, 2020‏
6182020
Hawq: Hessian aware quantization of neural networks with mixed-precision‏
Z Dong, Z Yao, A Gholami, MW Mahoney, K Keutzer‏
Proceedings of the IEEE/CVF International Conference on Computer Vision, 293-302, 2019‏
5882019
Zeroq: A novel zero shot quantization framework‏
Y Cai, Z Yao, Z Dong, A Gholami, MW Mahoney, K Keutzer‏
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020‏
4772020
Shift: A zero flop, zero parameter alternative to spatial convolutions‏
B Wu, A Wan, X Yue, P Jin, S Zhao, N Golmant, A Gholaminejad, ...‏
Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2018‏
4722018
Squeezenext: Hardware-aware neural network design‏
A Gholami, K Kwon, B Wu, Z Tai, X Yue, P Jin, S Zhao, K Keutzer‏
Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2018‏
3982018
I-bert: Integer-only bert quantization‏
S Kim, A Gholami, Z Yao, MW Mahoney, K Keutzer‏
International conference on machine learning, 5506-5518, 2021‏
3822021
Pyhessian: Neural networks through the lens of the hessian‏
Z Yao, A Gholami, K Keutzer, MW Mahoney‏
2020 IEEE International Conference on Big Data (Big Data), 581-590, 2020‏
3322020
Hawq-v2: Hessian aware trace-weighted quantization of neural networks‏
Z Dong, Z Yao, D Arfeen, A Gholami, MW Mahoney, K Keutzer‏
Advances in neural information processing systems 33, 18518-18529, 2020‏
3062020
Adahessian: An adaptive second order optimizer for machine learning‏
Z Yao, A Gholami, S Shen, M Mustafa, K Keutzer, M Mahoney‏
Proceedings of the AAAI Conference on Artificial Intelligence 35 (12), 10665 …, 2021‏
2992021
HAWQ-V3: Dyadic Neural Network Quantization‏
Z Yao, Z Dong, Z Zheng, A Gholami, J Yu, E Tan, L Wang, Q Huang, ...‏
International Conference on Machine Learning, 11875-11886, 2021‏
2822021
ANODE: Unconditionally Accurate Memory-Efficient Gradients for Neural ODEs‏
A Gholami, K Keutzer, G Biros‏
arXiv preprint arXiv:1902.10298, 2019‏
2232019
Checkmate: Breaking the memory wall with optimal tensor rematerialization‏
P Jain, A Jain, A Nrusimha, A Gholami, P Abbeel, J Gonzalez, K Keutzer, ...‏
Proceedings of Machine Learning and Systems 2, 497-511, 2020‏
2042020
Hessian-based analysis of large batch training and robustness to adversaries‏
Z Yao, A Gholami, Q Lei, K Keutzer, MW Mahoney‏
Advances in Neural Information Processing Systems 31, 4949-4959, 2018‏
1852018
SqueezeLLM: Dense-and-Sparse Quantization‏
S Kim, C Hooper, A Gholami, Z Dong, X Li, S Shen, MW Mahoney, ...‏
arXiv preprint arXiv:2306.07629, 2023‏
1672023
Learned token pruning for transformers‏
S Kim, S Shen, D Thorsley, A Gholami, W Kwon, J Hassoun, K Keutzer‏
arXiv preprint arXiv:2107.00910, 2021‏
1612021
A Fast Post-Training Pruning Framework for Transformers‏
W Kwon, S Kim, MW Mahoney, J Hassoun, K Keutzer, A Gholami‏
arXiv preprint arXiv:2204.09656, 2022‏
1412022
Squeezeformer: An Efficient Transformer for Automatic Speech Recognition‏
S Kim, A Gholami, A Shaw, N Lee, K Mangalam, J Malik, MW Mahoney, ...‏
arXiv preprint arXiv:2206.00888, 2022‏
1342022
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مقالات 1–20