Milos Nikolic
Title
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Year
Bit-tactical: A software/hardware approach to exploiting value and bit sparsity in neural networks
A Delmas Lascorz, P Judd, DM Stuart, Z Poulos, M Mahmoud, S Sharify, ...
Proceedings of the Twenty-Fourth International Conference on Architectural …, 2019
29*2019
Laconic deep learning inference acceleration
S Sharify, AD Lascorz, M Mahmoud, M Nikolic, K Siu, DM Stuart, Z Poulos, ...
2019 ACM/IEEE 46th Annual International Symposium on Computer Architecture …, 2019
18*2019
DPRed: Making Typical Activation and Weight Values Matter In Deep Learning Computing
A Delmas, S Sharify, P Judd, K Siu, M Nikolic, A Moshovos
arXiv preprint arXiv:1804.06732, 2018
11*2018
Characterizing Sources of Ineffectual Computations in Deep Learning Networks
M Nikolić, M Mahmoud, A Moshovos, Y Zhao, R Mullins
2019 IEEE International Symposium on Performance Analysis of Systems and …, 2019
62019
ShapeShifter: Enabling Fine-Grain Data Width Adaptation in Deep Learning
AD Lascorz, S Sharify, I Edo, DM Stuart, OM Awad, P Judd, M Mahmoud, ...
Proceedings of the 52nd Annual IEEE/ACM International Symposium on …, 2019
52019
BitPruning: Learning Bitlengths for Aggressive and Accurate Quantization
M Nikolić, GB Hacene, C Bannon, AD Lascorz, M Courbariaux, Y Bengio, ...
arXiv preprint arXiv:2002.03090, 2020
12020
Identifying and Exploiting Ineffectual Computations to Enable Hardware Acceleration of Deep Learning
A Moshovos, J Albericio, P Judd, A Delmas, S Sharify, M Mahmoud, ...
2018 16th IEEE International New Circuits and Systems Conference (NEWCAS …, 2018
12018
Accelerating Image-Sensor-Based Deep Learning Applications
M Mahmoud, DM Stuart, Z Poulos, AD Lascorz, P Judd, S Sharify, ...
IEEE Micro 39 (5), 26-35, 2019
2019
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